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October 14-16 | Purdue University | West Lafayette, IN, USA INTERNATIONAL SOIL & WATER ASSESSMENT TOOL CONFERENCE SWAT 2015 Book of Abstracts

SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

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Page 1: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

October 14-16 | Purdue University | West Lafayette, IN, USA

INTERNATIONAL SOIL & WATER ASSESSMENT TOOL CONFERENCE

SWAT 2015

Book of Abstracts

Page 2: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

The Soil and Water Assessment Tool (SWAT) is a public domain model jointly developed by USDA

Agricultural Research Service (USDA-ARS) and Texas A&M AgriLife Research, part of The Texas A&M

University System.

SWAT is a small watershed to river basin-scale model to simulate the quality and quantity of surface and

ground water and predict the environmental impact of land use, land management practices, and climate

change. SWAT is widely used in assessing soil erosion prevention and control, non-point source pollution

control and regional management in watersheds.

swat.tamu.edu | facebook.com/swatmodel | twitter.com/swat_model

Page 3: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

ContentsForewordOrganizingCommitteeScientificCommitteeWednesday 11:00–12:30p.m. A1 SWAT+:IntroductiontothenewSWATcode(part1)A2 ClimateChangeApplicationsA3 Hydrology1:30–3:00p.m. B1 SWAT+:IntroductiontothenewSWATcode(part2)B2 BiofuelandPlantGrowthB3 LargeScaleApplications3:30–5:00p.m. C1 HydrologyC2 DatabaseandGISApplicationandDevelopmentC3 ModelDevelopmentThursday 8:00–9:10a.m. D1 WesternLakeErieBasin(part1)D2 BMPsD3 EnvironmentalApplications9:20–10:30a.m. E1 WesternLakeErieBasin(part2)E2 ClimateChangeApplicationsE3 SensitivityCalibrationandUncertainty11:00–12:30p.m. F1 BioenergyCroppingSystemApplicationsfortheU.S.CornBeltRegionF2 HydrologyF3 ModelDevelopment1:30–3:00p.m. G1 PosterFriday 8:00–9:10a.m. H1 ClimateChangeApplicationsH2 Sediment,Nutrients,andCarbonH3 BMPs9:20–10:30a.m. I1 EPIC/APEXModelingSystemI2 LandscapeProcessesandLandscape/RiverContinuumI3 LargeScaleApplications11:00–12:30p.m. J1 HydrologyJ2 LargeScaleApplicationsJ3 DatabaseandGISApplicationandDevelopment1:30–3:00p.m. K1 ClimateChangeApplicationsK2 ModelDevelopmentK3 SensitivityCalibrationandUncertainty

2015 SWAT Conference 1 Purdue University, USA

Page 4: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

ForewordThisyeartheSoilandWaterAssessmentTool(SWAT)modelreaches25yearsofcontinueddevelopment.Overtheyears,SWAThasreachedavastnumberofwaterprofessionalsandgraduatestudentsaroundtheworldtoprovideaplatformtotesttheirhypothesesandcontinuetopushtheirresearchtosolveglobalwaterresourcesproblems.Theorganizersofthe2015InternationalSWATConferenceatPurdueUniversitywanttoexpresstheirthankstoPurdueUniversityalongwithBernieEngel,IndrajeetChaubey,JaneFrankenberger,andVenkateshMerwadefortheircountlesshoursandeffortstohosttheSWATCommunity.Inaddition,wewouldliketothankourconferencecoordinator,ShannonBornemanwithPurdueConferences,forherworksettingupregistration,food,andlogisticsfortheconference.OnbehalfoftheSWATCommunity,weextendoursinceregratitudetoyouandyouruniversityforthekindinvitationandwelcominghospitality.Wewouldalsoliketothankthescientificcommitteefortheirsupportinpreparingtheconferenceagendaandallowingforscientistsandresearchersaroundtheglobetoparticipateandexchangetheirscientificknowledgeatthisconference.ThisconferencemarksoursilverjubileecelebrationoftheSWATmodel’sfirst25years.SWATdeveloperswouldliketothankallthosewhohavecontributedtoSWATdevelopmentovertheyears,allowingSWATtobecomeasuccessfulmodelwithwellover2300peer-reviewedpublications.Thedevelopershopetocontinueourworktogetherforanother25yearsofcontinuedsuccess.Wearehappytobecelebrating25yearsattheplacewhereitallstarted—PurdueUniversity.GoBoilers!

2015 SWAT Conference 2 Purdue University, USA

Page 5: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

Organizing CommitteeIndrajeetChaubey,PurdueUniversity,USABernieEngel,PurdueUniversity,USAJaneFrankenberger,PurdueUniversity,USAVenkateshMerwade,PurdueUniversity,USACibinRaj,PurdueUniversity,USAHendrikRathjens,PurdueUniversity,USANinaOmani,PurdueUniversity,USAQinyuFeng,PurdueUniversity,USAAdnanRajib,PurdueUniversity,USAAliceDu,PurdueUniversity,USACarlingtonWallace,PurdueUniversity,USAJengqiuChen,PurdueUniversity,USATianGuo,PurdueUniversity,USAColleenMoloney,PurdueUniversity,USAJeffArnold,USDA-ARS,USARaghavanSrinivasan,TexasA&MUniversity,USAJaclynTech,TexasA&MUniversity,USA

2015 SWAT Conference 3 Purdue University, USA

Page 6: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

Scientific CommitteeJimAscough,USDA-ARSClaireBaffaut,USDA-ARSLauraBowling,PurdueUniversityIndrajeetChaubey,PurdueUniversityBernieEngel,PurdueUniversityDennisFlanagan,PurdueUniversityNicolaFohrer,Christian-Albrechts-UniversityJaneFrankenberger,PurdueUniversityPhilipGassman,IowaStateUniversityMargaretGitau,PurdueUniversityChi-huaHuang,USDA-ARSJaehakJeong,TexasA&MAgriLifeResearchMari-VaughnJohnson,USDA-NRCSMargaretKalcic,UniversityofMichiganValentinaKrysanova,PIKVenkateshMerwade,PurdueUniversityRebeccaLogsdonMuenich,GrahamSustainabilityInstituteBalajiNarasimhan,IndianInstituteofTechnology-MadrasLeeNorfleet,USDA-NRCSNinaOmani,PurdueUniversitySoniPradhanang,UniversityofRhodeIslandCibinRaj,PurdueUniversityHendrikRathjens,PurdueUniversityJoséMiguelSánchez-Pérez,CNRS-ECOLABRobinTaylor,TexasA&MAgriLifeResearchAnnvanGriensven,UNESCO-IHEMartinVolk,HelmholtzCentreforEnvironmentalResearch-UFZMikeWhite,USDA-ARSXuesongZhang,PacificNorthwestNationalLaboratory

2015 SWAT Conference 4 Purdue University, USA

Page 7: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

Session A1: SWAT+: Introduction to the new SWAT code

SWAT+: Introduction to the new SWAT code, input/output file structure,test datasets and developers’ interfaceKatrinBieger ,HendrikRathjens ,IndrajeetChaubey ,DavidD.Bosch ,PeterM.Allen ,MartinVolk ,RaghavanSrinivasan ,JeffreyG.Arnold1. TexasA&MAgriLifeBlacklandResearch&ExtensionCenter.Email:[email protected](correspondingauthor)2. PurdueUniversity.3. PurdueUniversity.4. USDA-ARS.5. BaylorUniversity.6. HelmholtzCentreforEnvironmentalResearch-UFZ.7. TexasA&MUniversity.8. USDA-ARS.

AbstractSincethereleaseofthefirstversionoftheSoilandWaterAssessmentTool(SWAT)twodecadesago,severalnewvariablesandsubroutineshavebeenintegratedinthemodel,makingitmoredifficulttomanipulateandmaintain.Therefore,theSWATcodeandtheinputandoutputfilestructurearecurrentlybeingcompletelyrevised.SWAT+,thenewversionofSWAT,simplifiesthemaintenanceofthecode,theintegrationofnewvariablesandthesharingofdata.Inaddition,itgivestheusermoreflexibilityindefiningthespatialinteractionswithinawatershed,sincehydrologicresponseunits,subbasins,aquifers,reservoirsandreachesaretreatedasseparatespatialobjects.Thereby,italsofacilitatestheimplementationoflandscapeunitstoimprovethespatialrepresentationofhydrologicalprocessesinthewatershed.Currently,threewatershedsintheUnitedStatesareusedtotestanddebugSWAT+:theLittleRiverExperimentalWatershedinGeorgia,theMiddleBosqueRiverWatershedinTexasandtheSouthForkWildcatCreekWatershedinIndiana.ThissessionisintendedtogiveinterestedSWATusersanoverviewofthenewmodularSWATcodeandinputfilestructure,theincreasedflexibilityintermsofspatialinteractionswithinthewatershed,thedatasetsusedtotestanddebugthenewcodesandinputfiles,theintegrationoflandscapeunitsinthemodelandthedevelopers’interfacethatiscurrentlyusedtosetupandeditSWAT+models.Thelastpartofthesessionwillbereservedforuserquestionsandsuggestions.

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2015 SWAT Conference 5 Purdue University, USA

Page 8: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

Session A2: Climate Change Applications

Assessing projected climate impacts on streamflow in small coastal basinsof the Western United StatesWilliamBurke ,DarrenFicklin1. IndianaUniversity.Email:[email protected](correspondingauthor)2. IndianaUniversity.

AbstractTheimpactsofclimatechangeonwatershedhydrology,particularlystreamflowquantityandtiming,arebecomingincreasinglyimportanttocurrentandfuturemanagementofourwaterresources.WesternU.S.coastalwatershedshavedisplayedadifferentresponsetoclimatechangeoverthepast50yearsascomparedtomountainouswatersheds.Coastalwatershedshavehadlaterstreamflowtimingasopposedtotheearlierstreamflowtimingobservedinmountainouswatersheds.Despitethedissimilarityofcoastalandmountainouswatersheds,thereisalackofhydrologicmodelinginthesecoastalwatersheds.ThroughtheuseoftheSoilandWaterAssessmentTool(SWAT)coupledwithdownscaledGeneralCirculationModel(GCM)data,itispossibletoassessandprojectfuturehydrologyatthewatershedandsubwatershedscalesthroughthe21 century.ThisworkfocusesonfivesitesalongtheWestCoastoftheU.S.,eachwithitsowncalibratedSWATmodel.ThispresentationwilllookatthefindingsofthisassessmentateachsitealongtheWestCoastoftheU.S.,utilizing21and19GCMseachfromRepresentativeConcentrationPathways(RCPs)8.5(highemissions)and4.5(lowemissions)respectively.Therewillbeafocusonchangesininterannualstreamflowquantity,timing,distribution,andvariability,comparinghistoricstreamflowtrendstothoseofthemid-andlate-21 century.Additionally,therelativeinfluenceoftemperatureandprecipitationonstreamflowateachsitewillbeanalyzedanddiscussed.Lastly,long-termtrendsacrosstheWestCoast,andateachsitespecificallywillbeassessed.Keywordshydrology,modeling,climatechange,coastal,SWAT

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2015 SWAT Conference 6 Purdue University, USA

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Session A2: Climate Change Applications

Climate change impact assessment on long term water budget for Maitlandcatchment in southern OntarioVinodChilkoti ,AakashBagchi ,TirupatiBolisetti ,RamBalachandar1. PhdStudent.Email:[email protected](correspondingauthor)2. GraduateStudent.3. AssociateProfessor.4. Professor.

AbstractChangingclimatehasbecomeamatterofgraveconcernforthepastfewdecadesandscientificcommunityismakingalleffortstomakeareasonableassessmentonitsimpactonlongtermwaterbudgetatvariouspartsoftheglobe.InthepresentstudySWATmodelisemployedinordertoassessthebasinyieldofasouthernOntariocatchment.Climateprojectionsarethenforcedintothemodelinordertoaccessthevariationinthebasinyieldintermsofsurfaceandgroundwater.MaitlandRiver,awestflowingperennialstream,drainingthroughsouthwesternOntarioanddischargingintoLakeHuronishavingtotalcatchmentareaof2455km .Thebasinispredominantlyanagriculturallandwithmorethan82%oftheareaoccupiedundercultivation.TheSWATmodeldatasetwasdevelopedbasedonthesoildetailsobtainedthroughSoilLandscapesofCanada(SLC),landusedatafromSouthernOntarioLanduseInformationSystem(SOLRIS),weatherdatafromtheEnvironmentCanadaclimatestationslocatedwithinandinvicinityofthecatchment.Themodeliscalibratedandvalidatedusingthe12yearsofrecordedflowsatthreestreamgauginglocationswithinthecatchment.CalibrationandvalidationwascarriedoutbasedonNash-Sutcliffeefficiencyandrparameter.Boththeteststatisticswerefoundcloseto0.8forannualandmonthlywaterbudgets.ThehydrologicalresponseoftheMaitlandcatchmentunderthefutureprojectedclimatescenariofollowingtheRepresentativeConcentratedPathways(RCP)4.5isalsostudied.TheoutputsofCanRCM4modelunderCMIP5experimentwereforcedintothehydrologicalmodel.Theresultsofimpactofthefutureclimateonwateryieldarefurtherdiscussedinthepresentation.KeywordsMaitlandRiver,climatechange,CanRCM4

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2015 SWAT Conference 7 Purdue University, USA

Page 10: SWAT 2015 · a platform to test their hypotheses and continue to push their research to solve global water resources problems. The organizers of the 2015 International SWAT Conference

Session A2: Climate Change Applications

Climate and Land Use/Cover Change Impacts on the Ecologically RelevantFlow Metrics in the Cahaba RiverFurkanDosdogru ,LatifKalin1. GraduateStudent,SchoolofForestryandWildlifeSciences,AuburnUniversity,Auburn,AL,36849,USA.Email:[email protected](correspondingauthor)2. Professor,SchoolofForestryandWildlifeSciences,AuburnUniversity,Auburn,AL,36849,USA.

AbstractTheCahabaRiverisidentifiedasthelongestfreeflowingriverintheStateofAlabama,andTheNatureConservancynoteditasoneoftheonlyeight“HotspotofBiodiversity”outof2,111watershedsinthecontiguousUnitedStates.Thisstudyexploredtheimpactsoflanduse/cover(LULC)andclimatechangesonhydrologicalresponsesinrapidlyurbanizingupperCahabaRiverbasininnorth-centralAlabama,inparticulartheeffectonlow-flowregimes.Past,presentandfuturepotentialstreamflowresponsestoclimatechangeareanalyzedbasedonecologicallyrelevantflowmetrics.Weused32keyflowmetricsthatcaptureslow,high,medianflowaswellasflashiness,whichareknowntohavesignificantimpactsonthefloraandfauna.Theseflowmetrics,thustheecology,willcertainlybeaffectedbyLULCandclimatechange.Dailystreamflowwasproducedfrom1948to2015usinghistoricalclimateandLULCdatawithSWAT.FuturedailystreamflowwasgeneratedusingCMIP5climatedatauptoyear2098withelevenclimatemodelsunderfourdifferentemissionsscenarios.The150yearperiodfrom1948to2098waspartitionedintofiveintervals,each30yearsinlength.ThedailystreamflowfromeachperiodwasfedintotheIndicatorsofHydrologicalAlterations(IHA)softwaretocalculatethe32flowmetricsineachperiod.Differencesintheflowmetricswereassessed,whichmayhintforincrease/decreaseinnativespecies’densitythatmayhaveoccurredinthepastormightoccurinthefuture.KeywordsClimatechange,Landuse/coverchange,Urbanization,SWAT,CMIP5,Flowregimealterations.

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2015 SWAT Conference 8 Purdue University, USA

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Session A2: Climate Change Applications

Development of a SWAT-based methodology to evaluate, at municipalscale, the vulnerability of the agricultural sector to climate changeJesusUresti-Gil ,HectorDanielInurreta-Aguirre ,DianaUresti-Duran1. Doctorinscience.INIFAP.Email:[email protected](correspondingauthor)2. MasterinScience.3. AgriculturalEngineer.

AbstractInMéxico,climatechangewillnegativelyaffecttheproductivityoftheagriculturalsector,puttingfoodsecurityatrisk.Thevulnerabilityoftheagriculturalsectorisausefultoolfordesigningplansforadaptationtoclimatechange;andaccordingtotheIPCC,itisafunctionoftheadaptivecapacityandthemagnitudeoftheimpact.Theaimwastodevelopamethodologytoassessandmap,atthemunicipalscale,thevulnerabilityoftheagriculturalsectortoclimatechange.Themethodologywasdevelopedwithdatafrom624municipalitiesgroupedineightbasinslocatedinthetropicalsoutheasternMexico.Foreachmunicipalityandbasin,theywerecarriedoutthefollowingactivities:1)Detailedcharacterizationoftheagriculturalsectorincluding12crops.2)Developmentofasyntheticindextoevaluatetheadaptivecapacity(ICA);whichwasmadeupoffivesub-indices:availabilityandqualityofnaturalresources(NR)levelofhuman(HD),economic(ED),technology(TD)andinfrastructure(ID)development.3)Developmentofanindextoassessthemagnitudeoftheimpactoncropproductivity(IIP);whichwasevaluatedfor12cropsusingtheSWATmodel,undertheIPCCgreenhousegasesemissionscenarioA1B,duringtheyears2012(baseline),2030,2060and2090.4)Developmentofamunicipalvulnerabilityindextoclimatechange(IVM);whichiscalculatedthroughadoubleentrymatrix,consideringthreecategoriesofICAandIIP.TheIVMforeachmunicipalitywasclassifiedas:extremelyvulnerable,veryvulnerable,vulnerable,lowvulnerableandnotvulnerable.Resultsindicatethatfromthe624municipalities;255,350and19havelow,mediumandhighICA,respectively.Regardingthemagnitudeoftheimpactonproductivity;284,51and289municipalitiesshowedahigh,mediumandlowIIP,respectively.AsfortheIVM;26municipalitiesareextremelyvulnerable,264areveryvulnerable,248arevulnerable,85arefewvulnerableandonly1isnotvulnerable.Itisconcludedthatthemethodologydevelopedanditsassociateddatabases,maybethebasistosupportdecision-makinganddesignatthemunicipalscaleandbasin,plansfortheadaptationoftheagriculturalsectortoclimatechange.KeywordsVulnerability,cropgrowsimulation,adaptivecapacity,climatechange

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2015 SWAT Conference 9 Purdue University, USA

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Session A3: Hydrology

Analysis of Watershed Soundness by Water Balance and Water QualityVariation Using SWAT Model for Han River Basin, South KoreaSoRaAhn ,JiWanLee ,ChungGilJung ,SeongJoonKim1. KonkukUniversity.2. KonkukUniversity.3. KonkukUniversity.4. KonkukUniversity.Email:[email protected](correspondingauthor)

AbstractWaterbalanceandwaterqualityforwatershedsoundnessassessmentwasinvestigatedforHanRiverbasin(34,148km²)ofSouthKoreausingawatershed-scalehydrologicmodel,SWAT(SoilandWaterAssessmentTool).Topredictthereliableavailablewaterquantityofthebasin,themodelwasestablishedbydividingthebasininto237subbasinsasstandardwatershedsandthewaterresourcefacilitiesof4multipurposewatersupplydamsand3multi-functionweirswereconsidered.TheSWATwasspatiallycalibrated(2005-2009)andvalidated(2010-2014)usingdailyobserveddamandweirinflows,evapotranspiration,soilmoistureandwaterqualitydata.TheSWATsimulatedthepresentwaterbalanceconsideringthesurface–groundwaterinteractionsandwaterqualityvariationandquantifiedthebasinscalerelationshipofhydrologiccycleandwaterquality.Simulationresultsindicatedthespatialandtemporalvariabilityofwaterbalanceconditionsbyevaluatingthehydrologiccomponentsofinfiltration,evapotranspiration,streamflow,percolation,soilmoisture,baseflow,andgroundwaterrechargeandInfluencesofwaterqualitychangeonwaterbalanceconditions.Finally,weassessedthewatershedsoundnessandvulnerabilityofwaterresourcesandwaterqualityforexecutablewatershedmanagement.AcknowledgementThisresearchwassupportedbyagrant(14AWMP-B079364-01)fromWaterManagementResearchProgramfundedbyMinistryofLand,InfrastructureandTransportofKoreangovernment.KeywordsSWAT,Damoperation,Waterbalance,Waterquality,Watershedsoundness

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2015 SWAT Conference 10 Purdue University, USA

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Session A3: Hydrology

Streamflow Generation Responses to Extreme Hydrometeorological andClimate Events in an Intensively Agricultural WatershedJuanCarlosJaimes-Correa ,ShannonBartelt-Hunt ,FranciscoMuñoz-Arriola1. PhD.Student,CivilEngineering,UniversityofNebraska-Lincoln.Email:[email protected](correspondingauthor)2. AssociateProfessor,CivilEngineering,UniversityofNebraska-Lincoln.3. AssociateProfessor,BiologicalSystemsEngineering,UniversityofNebraska-Lincoln.

AbstractHydrologicalmodelsabletoreproducehydrologicregimesinresponsetoextremehydrometeorologicalandclimateevents(EHCE)arerelevantforwatershedmanagement.OurgoalistocharacterizethesensitivityofstreamflowgenerationtoEHCEinaheavilyagriculturalwatershed.TheShellCreek(SC)watershed(1,244km )islocatedineast-centralNebraskawithalargeportionofthelandincultivatedcrops(78.2%),andasignificantnumberofcattleandswineanimalfeedingoperations.TheobjectiveofthisstudyistosimulatestreamflowsinSWATandevaluatechangesinresponsetoEHCEinSC.Wehypothesizedthatshort-intenseprecipitationeventsgeneratesgreaterdischargesthanlong-moderaterainfallafterdryperiods.Intensiveland-usesmodifynaturalcoverandfirstsoillayers,whichreducewaterinfiltrationrateswhilelettoaquickrainfall-runoffresponse.TotestthathypothesisweuseSWATandresultswereprocessedstatistically.Weforcedthemodelwithweathervariables(i.e.precipitationandminimumandmaximumtemperatures,)foratimespanof60years.CalibrationofthemodelwasperformedinSWAT-CUP.Twoparameterswerecalibrated.TheinitialSCSrunoffcurvenumberformoistureconditionII(CN2),andtheManning’snformainchannel(Ch_N2).TheGeneralizedLikelihoodUncertaintyEstimation(GLUE)procedurewasusedtoevaluatethemodelperformance,andthelikelihoodwasmeasuredbytheNash-SutcliffeEfficiency(NSE).ThemodelwassuccessfullycalibratedwithaNSEof0.55.TheCN2andCh_N2valuesthatbetterfitthemodelwere83.1and0.036,respectively.PercentilesofstreamflowwereobtainedthroughtheuseofGamadistributionfunctiononthesimulatedstreamflows.PercentilesofstreamflowwereusedasindicesofEHCEtocharacterizeandidentifydroughts(below30 percentiles)andfloods(percentilesabove70percentileandsoilmoisturesabovesimilarpercentiles).Streamflowsgeneratedinresponsetosucheventswerecontrastedwithaveragedstreamflowsfromhistoricalsimulationsproducedduringthesametimespan.Futuredirectionswillconsidervalidationofthecalibratedmodel,andultimatelymodelingwaterquality,especiallyemergentcontaminantsinSC.KeywordsSWAT;extremeprecipitationevents;runoffgeneration;agriculturalland-use;ShellCreek

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2015 SWAT Conference 11 Purdue University, USA

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Session A3: Hydrology

Daily streamflow prediction in ungauged watersheds with a hybrid model:SWAT-ANNNavidehNoori ,LatifKalin1. post-doc,UniversityofGeorgia.2. Professor,AuburnUniversity.Email:[email protected](correspondingauthor)

AbstractAhybridANN-SWATmodelwasdevelopedtopredictdailystreamflowinungaggedwatersheds.InthisapproachstreamflowisfirstsimulatedusingtheSWATmodelwiththedefaultmodelparameters,i.e.nomodelcalibrationisinvolved.TheSWATsimulatedbaseflowanddirectrunoffarethenusedasinputstoANN.Dailystreamflowdatafrom29USGSstationsinandaroundthemetropolitanAtlantaareawereusedtotestthisapproachandthepredictivemodelswerebuiltwithleave-one-site-outjackknifingtechnique(i.e.ateachstep28siteisusedfortrainingandoneisusedfortesting).ComparisonofresultsfromthishybridapproachtoSWATshowedbetterperformanceingeneral.Itwasconcludedthatcouplingofmachinelearning-basedtechniqueswithwatershedmodelscanimprovethedailyflowpredictionandthemodelingefficacy.ThisapproachhastheaddedbenefitofeliminatingtheneedforsensitivityanalysisandcalibrationoftheSWATmodel.However,thisapproachisonlyapplicablewhenthereissufficientnumberofstreamflowdatafromnearbywatersheds.KeywordsANN,ungaugedwatershed,dailyflow

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2015 SWAT Conference 12 Purdue University, USA

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Session A3: Hydrology

Spatial and temporal evaluation of hydrological response to climate andland use change in South Dakota watershedsManashiPaul ,MohammadAdnanRajib,LaurentAhiablame1. Email:[email protected](correspondingauthor)

AbstractThisstudyexploredhydro-climatologicalchangesbetweentworecentdecades(1980sand2000s)withtheSoilandWaterAssessmentTool(SWAT)inthreerepresentativewatershedsinSouthDakota.TheBadRiverWatershed(BRW)inthewest,andSkunkCreekWatershed(SCW)andUpperBigSiouxRiverWatershed(UBSRW)intheeast.TwoSWATmodelswerecreatedfrom1981to1990andfrom2005to2014foreachwatershedwithlandcovermapsof1992and2011fromtheNationalLandCoverDatabase(NLCD),correspondingrespectivelyto1980sand2000s,torepresentlandusechangeandcharacterizehydrologicalchangesbetweenthetwotimeperiods.Themodelswerecalibratedfordailystreamflowforatleastfiveyears(R andNSE>0.39;PBIAS=[±24])andvalidatedforatleastfouryears(R andNSE>0.37;PBIAS=[±47]).Simulationresultsshowedthatsurfacerunoff,soilwatercontent,wateryieldandpercolationincreasedbymorethan7mm,18mm,7mmand3mm,respectively,inallthreewatersheds.Evapotranspiration(ET)increasedbymorethan10mminBRWandUBSRW;butdecreasedby49mminSCW.Between1980sand2000s,seasonalvariationinhydrologymostlyincreasedduringthewetseason(i.eMaytoOctober)inallthreewatersheds.Spatialanalysisrevealedthatthehydrologicalcomponentsincreasedwithadecreaseingrasslandinthewatersheds,exceptinSCWwhereETdecreasedbetweenthetwotimeperiods.Overall,hydrologicalchangesoccurredbetween1990sand2000sinthestudywatersheds.KeywordsHydrology,SWAT,SouthDakota

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2015 SWAT Conference 13 Purdue University, USA

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Session B2: Biofuel and Plant Growth

Assessing the influence of climate variability on land use change fromcotton to perennial bioenergy grasses: implications on watershed hydrology

and water qualityYongChen ,SrinivasuluAle ,NithyaRajan1. GraduateResearchAssistant,Dept.ofSoilandCropSciences,TexasA&MUniversity,CollegeStation,TX.2. AssistantProfessor,TexasA&MAgriLifeResearch,Vernon,TX76384.Email:[email protected](correspondingauthor)3. AssistantProfessor,Dept.ofSoilandCropSciences,TexasA&MUniversity,CollegeStation,TX.AbstractThesemi-aridTexasHighPlains(THP)region,whichisdominatedbycottoncultivation,hasthepotentialtogrowperennialbioenergygrassesofAlamoswitchgrass(PanicumvirgatumL.)andMiscanthus×giganteus.Thisregionischaracterizedbyhightemperaturesandlowprecipitationandithasexperiencedrecurringdroughtsintherecenttimes.Assessingtheimpactsofhypotheticallandusechangefromcottontoperennialgrassesonhydrologyandwaterquality,andstudyingtheinfluenceofclimatevariabilityonproposedlandusechangeiscriticalformakingbetterdecisionsonlanduseandadoptionofthebestmanagementpracticesinthisintensiveagriculturalregion.Inthisstudy,theSoilandWaterAssessmentTool(SWAT)wasusedtosimulatethelong-term(1994-2009)effectsofproposedlandusechangeonbiofuelproductionpotential,watershedhydrologyandwaterqualityintheDoubleMountainForkBrazoswatershedoftheTHP.Inaddition,aclimatevariability/sensitivityanalysiswasconductedtostudytheeffectsofincreaseinatmosphericCO concentration,changesinprecipitation(within±40%)andincreaseintemperature(upto+6ᵒC),byvaryingtheseparametersoneatatime..Theaverageannualsurfacerunoffandtotalnitrogenloaddecreasedbyabout8%and14%,respectivelyundertheperennialgrassscenarioswhencomparedtothebaselinecottonscenario.Theclimatesensitivityanalysisforthehistoricperiod(1994-2009)indicatedthatthewaterbalances,totalnitrogenload,andcropyieldwereverysensitivitytothechangesinclimaticparameters.Forexample,theaverageannualirrigationwateruseandevapotranspiration(ET)decreasedby29%and5%,respectively,incaseofcottonwhentheatmosphericCO concentrationwasincreasedfrom330ppm(baseline)to660ppm.However,theincreaseofambientCO concentrationledtoanincreaseinaverageannualsurfacerunoff,totalnitrogenload,anddrylandcottonlintyieldbyabout54%,28%and40%,respectivelywhencomparedtocurrentCO levels.Similarresultswerefoundincaseofperennialgrasses.

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2015 SWAT Conference 14 Purdue University, USA

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Session B2: Biofuel and Plant Growth

Water Quality and Cost Considerations in the Supply of Feedstocks forCellulosic BiofuelsJingyuSong ,BenjaminGramig ,CibinRaj ,IndrajeetChaubey1. Researchassistant,PurdueUniversity.Email:[email protected](correspondingauthor)2. Associateprofessor,PurdueUniversity.3. PostDocresearchassociate,PurdueUniversity.4. Professor,PurdueUniversity.

AbstractAsconcernsaboutenvironmentaldegradationhaveincreased,identifyingcleanerandmoreenvironmentallyfriendlyenergysourceshasbecomeanimportantfocusfortheacademiccommunityaswellaspolicymakers.Producingbiofuelsfromenergycropsisonealternativetofossilfuelswithlowergreenhousegasemissions.Cellulosicfeedstockssuchascornstover(cropresidue),perennialgrassesandfastgrowingtreesarepromisingenergycropsthatmayhelpwiththeenergysupply.Inthisstudy,wetakeaspatiallyexplicitapproachandexaminetheconditionsunderwhichtheagriculturallandwithinawatershedcanmeetthedemandofabiorefinery.BasedonSWATmodelsimulations,weestimatefarmproductionandtransportcostsoftwodedicatedenergycrops,switchgrassandmiscanthus,incomparisontocornstover.WethendevelopaMatlabprogrambasedonageneticalgorithmtominimizeproductioncostsubjecttobiomassproductionandpollutionconstraintsintheWildcatCreekWatershedinIndiana,USA.Ourresultsindicatethattheperennialgrassesswitchgrassandmiscanthushavemuchhigherbiomassyieldthanstoverharvestedfromanannualcorncrop.However,costsassociatedwiththeirproduction,loading-unloadingoperationsandhaulingaremuchhigherthanthoseofcornstover.Thoughcornstoveristhelowestcostfeedstockconsidered,itresultsinrelativelyhighersediment,nitrogenandphosphorusloadingthantheperennialgrassesconsidered.Thereiscleartradeoffamongcost,feedstockproduction,andthelevelandformofenvironmentalimprovementpursuedbysociety.Keywordscellulosicbiofuels;SWAT;optimization;geneticalgorithm;waterpollution

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2015 SWAT Conference 15 Purdue University, USA

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Session B2: Biofuel and Plant Growth

Forecasting changes in water quality in the Tennessee River Basin withgrowing biofuelsGangshengWang ,HenrietteJager,LathaBaskaran,TylerBaker,CraigBrandt1. ResearchScientist,OakRidgeNationalLaboratory.Email:[email protected](correspondingauthor)

AbstractThisstudyaimstoevaluatehowgrowingcellulosicbioenergyfeedstocksintheTennesseeRiverBasin(TRB)willinfluencewaterquantityandquality.WesetuptheSoilandWaterAssessmentTool(SWAT)modelforTRBandconfigurethemainreservoirsintheSWATmodelasthisriverbasinishighlyalteredbyreservoirs.Weusedmulti-objectiveoptimizationtocalibratethewaterbalancecomponentofSWATagainsttheUSGSHUC8monthlyrunoffdatasetfrom1986to1995.Another18-yearHUC8runoffdata(1996–2013)wereusedformodelvalidation.Inaddition,weemployedthesamemethodtocalibratethewaterqualityagainsttheUSGSmonthlyestimatedfluxes(sediment,totalphosphorus,totalnitrogen,andnitrate+nitrite)from1997to2006andvalidatethemodelbytherestdata(2007–2013).Ingeneral,calibrationgreatlyimprovedthematchbetweenmonthly/seasonalpatternsinSWAT-simulatedandobservedhistoricalwaterquantityandqualitydata.Basedonthecalibratedmodel,wecomparedsimulatedwaterqualitybetweentwoscenarios,i.e.post-bioenergyfuturevs.pre-bioenergybaseline.TheaforementionedcalibratedmodelisthebaselinemodelwiththeUSDA2009CroplandDatalayer(CDL)data.Thepost-bioenergyfuturescenariowillincreasetheswitchgrasslandfrom0.1%(baseline)to4%.MedianprojectednutrientandsedimentloadingsshoweddecreasesinTRB.Mediansedimentloadingsdecreasedby4.4%.Mediannitrateandphosphorusloadingsdecreasedby32.1%and7.5%,respectively.PreliminaryresultssuggestthatTRBholdspromiseforproducingcellulosicfeedstocksthatenhancewaterquality.Keywordsnutrients,runoff,sediment,switchgrass;TennesseeRiverBasin

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2015 SWAT Conference 16 Purdue University, USA

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Session B2: Biofuel and Plant Growth

Development of a SWAT-based information system to identify areas forsustainable intensive agricultural production in the peninsula of Yucatan,

Mexico.AlejandroCano-González ,JesusUresti-Gil ,HéctorDanielInurreta-Aguirre ,DianaUresti-Durán ,NeldaUzcanga-Pérez1. Doctorinscience.INIFAP.Email:[email protected](correspondingauthor)2. Doctorinscience.3. Masterofscience.4. Agriculturalengineer.5. Masterofscience.AbstractThesteadyincreaseinpopulationleadstotheneedtoproduce,alsosteadily,morefood.Traditionally,thisincreaseinproductionhasbeenachievedbyopeningnewlandsforcultivation,withconsequentdeforestationandemissionofgreenhousegases,aggravatingglobalwarming.Asanalternativetoproducemorefoodwithoutdeforestation,theuseofintensivesystemsofsustainablefarminginareaswithcurrentagriculturaluseisproposed.Non-governmentalorganizationslocatedinthePeninsulaofYucatan,Mexico;TheyrequestedtotheNationalInstituteofForestry,AgricultureandLivestock(INIFAP),thedevelopmentofaninformationsystemtosupportdecision-makingandplanningforsustainableintensiveagriculturalproductionsystems.Theaimofthispaperistopresentthedevelopedsystem.Thesystemwasdevelopedwithinformation,atmunicipalscale,ofthestatesofYucatan,CampecheandQuintanaRoointhePeninsulaofYucatan,Mexicoandincludeseightwatersheds.Thedevelopedsystemincludesmapsandassociateddatabases.Theflowchartofthesystemprovidesinformation(mapsanddatabases)atthemunicipal,stateandbasinscaleon/for:1)Characteristicsoftheagriculturalsector,naturalresources(water,soil,climate)andsocioeconomicconditions.2)Technologiesandtheirproductioncostsusedbyfarmers.3)Portfoliooftechnologiesandtheircostsforintensiveproduction.4)Mapsanddatabasesofcropyields,assessedwiththeuseofSWAT,undertheactualtechnologyusedbyfarmersandtechnologyforintensiveproduction(identificationofcropyieldsgap).5)Protectedareasanditsterritorialecologicalzoning.6)Identificationofphysical,naturalandsocioeconomicfactorslimiting/drivingproduction.7)Areasfortheestablishmentofdevelopmentpoleswithintensiveagriculture,highlyproductive,profitableandsustainable,and8)Fourfinancialindicatorsbyareaandcrop.Thedevelopedsystemsupportsthereasoneddecision-makingprocesstoselectareasandcropsforsustainableintensiveproductionofhighproductivityandprofitability,whichcanhelpsignificantlytoreducetherateofdeforestationinthepeninsulaofYucatan,Mexico.KeywordsIntensiveagriculture,Deforestation,Cropgrowmodelling,Informationsystem

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2015 SWAT Conference 17 Purdue University, USA

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Session B3: Large Scale Applications

The Soil and Water Assessment Tool (SWAT) Ecohydrological Model Circa2015: Global Application Trends, Insights and IssuesPhilipGassman ,JeffArnold ,RaghavanSrinivasan1. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.Email:[email protected](correspondingauthor)2. Grassland,SoilandWaterResearchLaboratory,USDA-ARS,Temple,TX.3. SpatialSciencesLaboratory,DepartmentofEcosystemScienceandManagement,TexasA&MUniversity.

AbstractTheSoilandWaterAssessmentTool(SWAT)isoneofthemostwidelyusedwatershed-scalewaterqualitymodelsintheworld.Over2,000peer-reviewedSWAT-relatedjournalarticleshavebeenpublishedandhundredsofotherstudieshavebeenpublishedinconferenceproceedingsandotherformats.TheuseofSWATwasinitiallyconcentratedinNorthAmericaandEuropebuthasalsoexpandeddramaticallyinothercountriesandregionsduringthepastdecadeincludingBrazil,China,India,Iran,SouthKorea,SoutheastAsiaandeasternAfrica.TheSWATmodelhasproventobeaveryflexibletoolforinvestigatingabroadrangeofhydrologicandwaterqualityproblemsatdifferentwatershedscalesandenvironmentalconditions,andhasprovenveryadaptableforapplicationsrequiringimprovedhydrologicandotherenhancedsimulationneeds.Weinvestigateherethevarioustechnological,networking,andotherfactorsthathavesupportedtheexpandeduseofSWAT,andalsohighlightcurrentworldwidesimulationtrendsandpossibleimpedimentstofutureincreasedusageofthemodel.Examplesoftechnologicaladvancesincludeeasyaccesstoweb-baseddocumentation,user-supportgroups,andSWATliterature,avarietyofGeographicInformationSystem(GIS)interfacetools,pre-andpost-processingcalibrationsoftwareandothersoftware,andanopensourcecodewhichhasservedasamodeldevelopmentcatalystformultipleusergroups.ExtensivenetworkingregardingtheuseofSWAThasfurtheroccurredviainternet-basedusersupportgroups,modeltrainingworkshops,regionalworkinggroups,regionalandinternationalconferences,andtargeteddevelopmentworkshops.Wefurtherhighlightseveralimportantmodeldevelopmenttrendsthathaveemergedduringthepastdecadeincludingimprovedhydrologic,croppingsystem,bestmanagementpractice(BMP)andpollutanttransportsimulationmethods.Inaddition,severalcurrentSWATweaknesseswillbeaddressedandkeydevelopmentneedswillbedescribedincludingtheabilitytorepresentlandscapesandpracticeswithmorespatialdefinition,theincorporationofamodulespecificallydesignedtosimulatericepaddysystemsandalgorithmsthatcancaptureplantcompetitiondynamicssuchasoccurincomplextree/cropsystemsandinteractionsbetweencropsandweeds.KeywordsSWAT,globalusetrends,technologicalfactors,networking,futuredevelopmentneeds

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2015 SWAT Conference 18 Purdue University, USA

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Session B3: Large Scale Applications

Modeling Sediment and Nutrient Loads Input to the Texas Gulf and Effectsof Conservation Practices on Water QualitySanthiChinnasamy ,CEAPTeam1. ResearchScientist.Email:[email protected](correspondingauthor)2. Scientist-Staff.

AbstractTexasGulfandthesurroundingbayareasareexperiencingeutrophication/fishkillduetoexcessnutrientsdischargedfromitsdrainingbasinconsistingofpastureland,cropland,municipalandindustrialdischargesandurbanizedarea.Trinity,ColoradoandBrazosriverwatershedsarealsoreportedtohaveelevatedsedimentandnutrientpollutionproblems.DeterminingthemagnitudeofsedimentandnutrientloadsenteringtheTexasGulffromdifferentriverbasins,identifyingtheirsources,andevaluatingtheeffectsofcroplandconservationpracticesonwaterqualitywouldbeusefulforplanningandprioritizingmanagementeffortsforthisregion.Thefield-scalemodelAgriculturalPolicyEnvironmentalExtender(APEX)wasusedtosimulatetheconservationpracticesoncroplandandConservationReserveProgramlandandassesstheedgeoffieldwaterqualitybenefits.PredictedflowandloadsfromAPEXwereinputtothewatershedscalemodel,SoilandWaterAssessmentTool(SWAT).SWATwasusedtosimulatethewatershedprocessesandestimatetheinstreamwaterqualitybenefits.SWATmodelwascalibratedforstreamflow,sedimentandnutrientsatmultiplesitesintheTexasGulfBasin.Thesemodelswerethenusedto(1)estimatethesedimentandnutrientloadsenteringtheTexasGulffromdifferentriverbasins,and(2)estimatetheeffectsofvariouscroplandconservationpracticestrategiesonwaterqualityintheTexasGulfBasin.Modelpredictionsindicatedthat14.7milliontonnesofsediment,152,400metrictonnesofnitrogenand36,430metrictonnesofphosphorusloadswereenteringtheTexasfromthedrainingbasinasperbaselineconservationconditionin2006-06.Currentlyestablishedpracticesoncroplandwerepredictedtoreducethesediment,nitrogenandphosphoruslossesfromedgeoffieldwithineach8-digitwatershedsby85%,32%and57%,respectively.Thesepracticeswerepredictedtoreducetheinstreamsediment,nitrogenandphosphorusloadsenteringtheTexasGulfby19%,10%,and6%,respectively.AdditionalconservationtreatmentcanhelptoreducetheloadswithinthebasinandtotheTexasGulf.KeywordsCEAP,SWAT,APEX,ConservationPractices,TexasGulf,Sediment,Nitrogen,Phosphorus

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2015 SWAT Conference 19 Purdue University, USA

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Session B3: Large Scale Applications

Assessing spatial and temporal distribution of sediment, nitrogen andphosphorous loading in the Missouri River basinZhonglongZhang ,MayWu1. SeniorScientist,LimnoTech,EnvironmentalLab.,EngineerResearchandDevelopmentCenter,Vicksburg,MS.Email:[email protected](correspondingauthor)2. PrincipalEnvironmentalSystemAnalust,EnergySystemsDivision,ArgonneNationalLaboratory,LemontIL.

AbstractTwoSoilandWaterAssessmentTool(SWAT)modelsweredevelopedtoassessspatialandtemporaldistributionofsediment,nitrogenandphosphorusloadingintheMissouriRiverBasin(MORB).TwosetsofthelatestlandusedataofNationalLandDataCover(NLCD)andCropDataLayer(CDL)wereusedinthisstudy.TheMORBSWATmodelswerecalibratedandvalidatedwith20yearsofmeasuredstreamflowdatacollectedfrom20U.S.GeologicalSurveystreamflowgagestationsforwatershedhydrology.Thecalibrationofstreamflowsedimentandnutrientloadwasbasedonasubsetofthelocationsusedinthecalibrationofhydrologywithlimitedmeasureddata.Modelperformancerangesfromsatisfactorytoverygoodforbothcalibrationandvalidationperiods.Theloadingofsediment,nitrogenandphosphoruswerestudiedatthreescales:subbasin(8-digithydrologicunit),regionalwatershed,andthewholebasin.BaselinemodelresultsshowedthatthelargesttotalnitrogenandtotalphosphorusloadscomefromthesubbasinsintheLowerMissouriRiverwatershedbecauseofheavilycultivatedcroplands.ThesmallestloadswerefromtheUpperMissouriandYellowstoneRiverregionalwatersheds,whereinputsfromallsourcesaremodestandattributabletothelargepastureandrangelandinthisarea.ThetotalloaddeliveredtotheMississippiRiverfromtheMORBincludedapproximately6.1�107tons/yroftotalsuspendedsediment,4.5�108kg⁄yroftotalnitrogen,and1.0�108kg⁄yroftotalphosphorus.Oftheseloads,LowerMissouriRiverregionalwatershedcontributes30%ofthenitrogen,respectively,and40%ofthephosphorus;however,thenitrogenandphosphoruscontributionsbytheUpperMissouriandYellowstoneRiverregionalwatershedswerelessthan1%.Thisstudyfurtherinvestigatedtherelationshipbetweenlandusechangeandloadingofsediment,nitrogenandphosphorusintheMORB.Thisstudywillbeusefultoquantifychangesinaveragesedimentandnutrientloadsinresponsetoincreasedbiofuelfeedstockproductioninthisregion.KeywordsMissouriRiver,SWAT,landuse,sediments,nutrients,waterquality,biofuelproduction

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2015 SWAT Conference 20 Purdue University, USA

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Session B3: Large Scale Applications

An analysis on the effect of settlements distribution changes to the NPS inthe Xiaojiang River Basin after the construction of the Three Gorges

Reservoir using SWATXiaoyanZheng ,PingGuo ,HongPeng ,WanshunZhang ,YongguiWang1. SchoolofResourceandEnvironmentScience,WuhanUniversity.2. ChongqingAcademyofEnvironmentSciences,Chongqing.3. SchoolofWaterResourcesandHydropowerEngineering,WuhanUniversity.4. SchoolofResourceandEnvironmentScience,WuhanUniversity.Email:[email protected](correspondingauthor)5. SchoolofResourceandEnvironmentScience,WuhanUniversity.AbstractTheThreeGorgesProjectleadstoanaggravationinthelevelofthereservoir-pointsourcepollution.Exploringthesignificantfactorsthatintensifythelevelofthenon-pointsourcepollutionafterthecompletionofThreeGorgesReservoir(TGR),canbeusefulformaximizingthesocial,economicandenvironmentalbenefitsoftheThreeGorgesProject.FortheconstructionoftheThreeGorgesReservoir,12,000migrantshavebeenresettled.Theimmigrationmakesthespatialdistributionofthesettlementsbeenchangedfromdecentralizationtoagglomeration,alongwiththepollutiondischargedwaychangingfromthescatteredemissionpatterntoconcentrativeemissionpattern.Whichisoneofthesignificantfactors.XiaojiangRiverBasinisthemajortributaryoftheThreeGorgesReservoir,involvingfourcounties,77towns.AftertheconstructionofThreeGorgesReservoir,thespatialdistributionpatternofthesettlementshasexperiencedagreatchange.WeassesstheeffectoftheThreeGorgesprojectontheincreasingenvironmentalpollutioninXiaojiangRiverBasin,basedonthechangeofthespatialdistributionofthesettlementsandpollutionemissions.Withusingthesedataaboutlanduse,soilstructure,socialandeconomicconditionsin2002and2013,thecontentoftotalphosphorus,totalnitrogenandsedimentconcentrationhavebeensimulatedinSWATmodel.Theresultsshowedshowsthattheinitialtotalamountofpollutionhasvariedlittleafterimmigration,butthenon-pointsourcepollutionflowintothewaterbodyincreasedalot.Ontheonehand,thehardeningofthelandinhabitedbyimmigrantsleadstothe,wasnotconducivetotheinfiltrationofpollutantsreducing,thepollutantsdirectlyflowingintothewaterwiththerainfromthestormsewerorimportedartificialriverchannels,whichleadtoanaggravationinthetotalamountofthenon-pointsourcepollutants.Ontheotherhand,afterimmigration,theboththechangefromthenon-pointsource(NPS)pollutioniscollectedtogetheranddischargeintotheriverthroughsewerslikethetoapointsourcepollution.ComparingwiththedispersiveNPSbeforeimmigration,theconcentratedNPShassmallerlosses.While,the,andtheunreasonablemethodonwastewatertreatmentmethodsintheareaarenotenough,whichleadstotheworsewaterqualityandmoreamountsofthesewagetreatment,centralizedsewageinflowdischargedthroughpipesandwaterchannels,whichleadtoinfiltrationandreductionloss,therebyincreasingthewaterstoragecapacitypollutantsdirectlydischargingintothewater.ThisstudysuggestedthatsewagetreatmentefficiencyshouldbeimprovedintheTGRareasinordertoreducetheamountofpollutantflowingintotheReservoir.

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2015 SWAT Conference 21 Purdue University, USA

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Session C1: Hydrology

Simulation of Tile Drainage in Two Midwestern Watersheds UsingSWAT2012JaneFrankenberger ,ChelsieBoles ,ColleenMoloney1. Professor,AgriculturalandBiologicalEngineering,PurdueUniversity.Email:[email protected](correspondingauthor)2. ProjectEngineer,LimnoTech.3. GraduateResearchAssistant,PurdueUniversity.

AbstractInmanywatershedsoftheMidwesternU.S.,subsurfacetiledrainageisoneofthemostimportantflowpathwaysandthereforeneedstobeincludedinmodelsimulations.SWATalgorithmsformodelingflowthroughtiledrainshaveimprovedthroughtheyears,yetchallengesremainforimplementingtiledrainagesimulation,includingselectionofcomplexorunmeasurableparameters,andsettingupthemodeltocaptureoutputsattheoutletofthedrains.Thispresentationwilldescribethetiledrainsimulationintwosmallagriculturalwatersheds,oneinIndianaandoneinOhio.TheIndianastudyshowedthatcurvenumbervaluesneedtobesubstantiallydecreasedfortileflowpredictionandthatdepthtoimpermeablelayer(DEP_IMP)wasthemostimportantcalibrationparameter,asitalsocontrolsseepagethroughtherestrictivelayer.IntheOhiostudy,tileoutletdatawereavailableforfivetiles,somethodsweredevelopedtouseeachtiledareaasaseparatesubbasinforevaluatingtiledrainagesimulations.Theseprocesseshaveimprovedthesimulationofflowandnutrientsintile-drainedwatersheds.Keywordssubsurfacedrainage,drainflow,nitrogen

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2015 SWAT Conference 22 Purdue University, USA

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Session C1: Hydrology

Hydrological Modeling of Highly Glacierized River BasinsNinaOmani ,RaghavanSrinivasan ,PatriciaSmith ,RaghupathyKarthikeyan1. PostDocResearchAssociate.Email:[email protected](correspondingauthor)2. Professor.3. AssociateProfessor.4. AssociateProfessor.AbstractSoilandWaterAssessmentTool(SWAT)wasusedtosimulatefiveglacierizedriverbasinsthatareglobalincoverageandvaryinclimate.TheriverbasinsincludedtheNarayani(Nepal),Vakhsh(CentralAsia),Rhone(Switzerland),Mendoza(CentralAndes,Argentina),andCentralDryAndes(Chile)withatotalareaof85,000km2.AmodifiedSWATsnowalgorithmwasappliedinordertoconsiderspatialvariationofassociatedsnowmelt/accumulationbyelevationbandacrosseachsubbasin.Inthepreviousstudies,meltratesvariedasafunctionofelevationresultingfromanairtemperaturegradientwhilethesnowparameterswereconstantthroughouttheentirebasin.Amajorimprovementofthenewsnowalgorithmisseparatingtheglaciersfromseasonalsnowbasedontheircharacteristics.TwoSWATsnowalgorithmswereevaluatedinsimulationofmonthlyrunofffromglacieredwatershed:1)thesnowparametersarelumped(i.e.constantthroughouttheentirebasin)and2)thesnowparametersarespatiallyvariablebasedonelevationband-subbasin(i.e.modifiedsnowalgorithm).ApplyingthedistributedSWATsnowalgorithmimprovedthemodelperformanceinsimulationofmonthlyrunoffwithsnow-glacialregime,sothatmeanRSRdecreasedto0.49from0.55andNSEincreasedto0.75from0.69.Improvementofmodelperformancewasnegligibleinsimulationofmonthlyrunofffromthebasinswithmonsoonrunoffregime.KeywordsSWAT,Glacier,Snow,CentralAsia,SouthAmerica,Rhone

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2015 SWAT Conference 23 Purdue University, USA

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Session C1: Hydrology

Modeling Water Quantity and Nutrients in Devils Lake Watershed UsingSWATAfshinShabani ,XiaodongZhang1. PhDstudent.Email:[email protected](correspondingauthor)2. Associateprofessor.

AbstractDevilsLake,nearly10187Sqkm,sub-basinoftheRedRiverbasinnorth,isaterminallakeinnortheasternNorthDakota.Inlasttwodecades,thelakelevelincreased,resultinginconnectingtotheStumpLakecausingfloodsthatrequiredmorethanonebillionUSDforfloodmitigation.DevilsLakeisalready1.5meterunderitsnaturalspillleveltotheSheyennenneRiverfromwhichwaterisdrainedthroughtwoartificiallyconstructedoutletstopreventflooding,butdrainingwatertoSheyenneeriverraiseaconcernofwaterqualityfordownstream.Inthisstudy,theSoilandWaterAssessmentTool(SWAT)wasusedtosimulatewaterquantityandqualityovertheDevilsLakewatershedbetween1995to2010.Themodelwassuccessfullycalibratedandvalidatedfortheflow,sediment,andtotalnitrogen(TN)andphosphorous(TP)fortheentireofDevilsLakewatershed.Theresultsindicatedthattheaverageuplandsediment,TP,andTNare0.8tonha year ,0.63kgha year , and4kgha year .TheSWATmodelsuccessfullysimulatedsedimentdepositionandnutrientsinthelake.Theresultalsoshowed6.2meterincreasedinlakelevelwithRMSElessthan48centimeterforthestudyperiod.KeywordsDevilsLake,Nutrients,SWAT,Sediment,Waterfluctuation

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2015 SWAT Conference 24 Purdue University, USA

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Session C1: Hydrology

Implications of limited data on sediment yield predictions in a tile draindominated landscapeKarthikKumarasamy ,PatrickBelmont1. Email:[email protected](correspondingauthor)

AbstractTheSoilandWaterAssessmentTool(SWAT)iscommonlyappliedtoestimatesedimentyieldandpredictchangesinloadsasaresultofchangesinmanagementorconservationpracticesatlargewatershed(>2000km2)scales.However,challengesinourabilitytodifferentiatebetweensedimentsourcesincombinationwithsimplificationsandomissionsofprocessesrendermodelapplicationssusceptibletosystematicbiases.AssedimentyieldcomputationswithinSWATaredependentonflow,itiscriticaltocorrectlyquantifythewateravailableandthetimeofitsarrival.Inthatcontext,properquantificationoftheextent,distributionandefficiencyofsubsurfacetiledrainageisimportantinagriculturallandscapes.SWATprovidesamechanismtoaccountforsub-surfacetiledrainage,butinpracticeactualdatatoconstrainthisflowpathwayaretypicallynotavailable.Forexample,althoughextensiveuseofsubsurfacedrainageinLeSueurRiverBasinlocatedinsouthcentralMinnesotahasbeendocumented,thelocation,densityandextentsofthetiledrainagearegenerallyunknownatwatershedscales,leadingtouncertaintyinflowcalibration.Inthisstudywehaveexploredthechallengesrelatedtosubsurfacedrainageanditsimplicationsforpredictingsedimentyield.Wealsodemonstratethatitiseasytoimplicatethewrongsource(agriculturalfieldsratherthanbanks)andsuggestapproachestoquantifyand/orcircumventsuchproblemsofequifinalitybyincorporatingindependentlinesofinformation,suchassedimentfingerprintingdata.Keywordstiledrainage,equifinality

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2015 SWAT Conference 25 Purdue University, USA

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Session C2: Database and GIS Application and Development

WEPP Model Background, Status, and Current ProjectsDennisC.Flanagan ,JamesR.Frankenberger1. Email:[email protected](correspondingauthor)AbstractTheWaterErosionPredictionProject(WEPP)modelhasbeendevelopedbytheUnitedStatesDepartmentofAgriculture(USDA)since1985.Thecompletevalidatedanddocumentedmodelwasfirstpubliclyreleasedin1995,andthecodeismaintainedbytheUSDA-AgriculturalResearchService,NationalSoilErosionResearchLaboratory(NSERL),withupdatesevery2-3years.WEPPisaprocess-basedmodelthatwasdesignedtoestimaterunoff,soillossandsedimentyieldfromhillslopeprofilesaswellasfromsmallfield-andfarm-scalewatershedsuptoabout300hectaresinsize.ImportantphysicalprocessesmodeledbyWEPPincludeinfiltration,runoff,percolation,evapotranspiration,detachmentbyraindropsandbyflowingwater,sedimenttransport,sedimentdeposition,plantgrowth,residuedecomposition,tillagedisturbanceandsoilconsolidation,channelerosion,anddepositioninimpoundments.Inadditiontothesciencemodel(writteninFortran),avarietyofdatabasesandinterfaceprogramshavealsobeencreated,rangingfromstand-alonedesktopPCsoftware,toweb-browserbasedgeospatialwatershedsimulationtools.ThispresentationwillprovidebackgroundinformationonWEPP,currentmodelstatusanddevelopmentefforts,andimplementationprojectswithcooperatingagencies,includingtheUSDA-ForestService,USDA-NaturalResourcesConservationService,andIowaStateUniversity.

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2015 SWAT Conference 26 Purdue University, USA

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Session C2: Database and GIS Application and Development

Web-Based Expected Inundation Mapping Using Swat and HEC-RAS ModelsNarendraKumarTiwary ,AshokKumarKeshri ,SanjayKumarSrivastava1. Professor,Research,ARP&PIM,WaterandLandManagementInstitute,Patna,Bihar,India.Email:[email protected](correspondingauthor)2. Professor,IIT,Delhi.3. Reader,WaterandLandManagementInstitute,Patna,Bihar,India.AbstractTherehavebeenmanydisastersduetofloodsinthehistoryoftheentireworld.Forexample,the1998floodsinBangladeshandthefloodinginFrancein1992havecausedseveredamagetolifeandproperty.Indiawitnesseseveryyearthatmillionsofpeoplearehomelessduetofloods.Itisoneoftheworstflood-affectedcountriesbeingthesecondintheworldafterBangladeshandaccountsforonefifthofglobaldeathcountduetofloods.InSeptember2014,heavyrainfallcentredontheNorthIndianstateofJammuandKashmircauseddevastatingfloodsandlandslidesinthecountry'sworstnaturaldisastersincethe1944KashmirFloodDisaster.Morethan700peoplewerepresumeddead.Destructionofbridgesandroadsleftaboutmorethan100,000pilgrimsandtouriststrappedinthevalleys.BiharisIndia'smostflood-proneStatewith76percentofthepopulationinthenorthlivingundertherecurringthreatofflooddevastation.PlainsofnorthBiharhaverecordedthehighestnumberoffloodsduringthelast30years.WaterResourceDepartment,Govt.ofBihar,IndiarealizedtheneedfordevelopingfloodwarningsystemforriversofnorthBiharandhasalreadyinitiatedprojectsrelatedtorealtimefloodforecasting.Thefinalformofoutputthatisrequiredbythesocietyistheinundationthatshalltakeplaceonaccountoftheforecastedflood.Thisinformationisrequiredinatemporalandspatialmanner.Thispaperaimstodevelopasystemtocollaborateonwebforexchangeofdataacquiredwithhelpofmodernequipmentsandradarsforpredictingexpectedinundationmuchearlier.SWATandHEC-RASmodelshavebeenusedtodevelopaweb-basedfloodmanagementinformationnetworktosimulateexpectedfloodinundationmaps.HEC-RASinconjunctionwithHEC-Geo-RASisusedforhydrodynamicroutingandexpectedinundationmapping.HEC-Geo-RASwasusedtoextractGISdataforHEC-RASruns.ThemainobjectiveoftheHEC-RASprogramistocomputewatersurfaceelevationsatalllocationsofinterest,byroutinghydrographsthroughthesystem.ThesimulationmodelcreatesanimportfileasinputtoHEC-RAS.AftersuccessfulrunningofHEC-RASmodel,longitudinalwatersurfaceprofileandwatersurfaceateachcrosssectionareobtained.ForinundationmappingtheHEC-Geo-RASmodelcreatestriangularirregularnetwork(TIN)modelusingtheSRTMDEMtakingheightasdatasource.ATINisasetofelevationpointswhichhavebeenconnectedtoformanetworkoftriangles.TheTINmodulewasusedforterrainmodelling,automatedbasindelineationanddrainageanalysis.FloodeventsoftheBagmatiriverbasinofBihar,India,havebeensimulatedusinghydro-meteorologicaldatadownloadedfromwebsiteswww.imdaws,www.hydrology.gov.npandwww.fmis.bih.nic.Floodhydrographs,forecastedbymodifiedSWATmodelfor2002,2004,2012,2013and2015floodeventswereusedasinitialandboundaryconditionsforunsteadyflowsimulationsbyHEC-RASmodel.ExpectedinundationmapsweregeneratedbyHEC-Geo-RAS.SimulatedwaterlevelswereinagreementwithmeasuredvaluesandpredictedinundationmapswerealsomatchingwithobservedmapsderivedfromRADARSATimageries.

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Session C2: Database and GIS Application and Development

A Tool to Preprocess the National Soil Database of Canada for SWAT2012GetnetBetrie ,BaoqingDeng ,JunyeWang1. AthabascaUniversity.Email:[email protected](correspondingauthor)2. AthabascaUniversity.3. AthabascaUniversity.AbstractAmanualpreparationofausersoildatabaseforlarge-scaleSWATmodelsisnotonlydaunting,butalsoanerror-pronetask.ThispaperpresentsthedevelopmentofanautomatictoolthatpreprocessesausersoildatabasefromtheNationalSoilDatabase(NSDB)ofCanada.TheNSDBconsistsofpolygonattributetable(PAT),soilnametable(SNT),andsoillayertable(SLT).ThePATcontainsattributessuchaspolygonarea,perimeterandtheirpolygonid.TheSNTdescribesthephysicalandchemicalparametersofsoilsthatarestoredininthePAT.TheSLTcontainsinformationwhichvariesinaverticaldirectionforeachsoilstoredinthePAT.ThetoolhasthecapabilitytoextracttherequireddatasetsfromtheNSDBintoSWAT2012format,appendthedatasetsintoausersoildatabase,andproduceaGISsoilmap.TheapplicabilityofthistoolisdemonstratedintheAthabascaRiverBasin,Alberta,Canada.KeywordsSWAT,AthabascaRiverBasin,Usersoil,Arctool

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Session C2: Database and GIS Application and Development

Development of Climate and Management Data to Support SWAT ModelingEfforts in the USMikeWhite1. AgriculturalEngineerARS/USDA.Email:[email protected](correspondingauthor)

AbstractWaterqualitysimulationmodelssuchastheSoilandWaterAssessmentTool(SWAT)arewidelyusedintheUS.Thesemodelsrequirelargeamountsofspatialandtabulardatatosimulatethenaturalworld,includingclimateandmanagementinformation.Accurateandseamlessdailyclimaticdataarecriticalforaccuratedepictionofthehydrologiccycle.Likewise,theassemblageofsuitablemanagementdata(operationscheduling,fertilizationapplicationrates,andplantgrowthparameterization)isalsocritical.Intheresearch,wedevelopnationaldatabasesfordailyclimateandmanagementinSWATformatusingexistingNOAAandUSDAdatasources.ThesedataarecompatiblewithexistingSWATinterfaces,andrelativelyeasytouse.Bothdatasetswerepublishedfreelyonline.KeywordsClimate,Management

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Session C3: Model Development

Scheduling field operations as a function of temperature, soil moisture, andavailable resourcesClaireBaffaut ,MichaelStrauch1. Researchhydrologist,USDA-ARS.Email:[email protected](correspondingauthor)2. HelmholtzCentreforEnvironmentalResearch-UFZ.

AbstractSchedulingfieldoperationsinSWATcanbedonebyspecifyingfixeddatesorbyusingtheheatunitindex,whichconsiderstemperatureconstraints.However,soilmoistureandlaborrequirementscanalsolimittheabilityoffarmoperatorstoperformfieldoperationsattheoptimaltime.TheSWAT2012version635codewasmodifiedtointroducetheseconstraints.Soilmoisturewasconstrainedbyauser-definedmaximumfractionoffieldcapacity.Laborconstraintswererepresentedbylimitingfieldworkinthewatershedto1/14 ofthewatershedworkedarea,i.e.,agriculturalland,pasture,andmanagedforests.Thismeansthatintheabsenceofotherfieldworkandassumingthatmoistureorrainwouldnotintroduceanydelay,afieldoperationcanbecompletedthroughoutthewatershedwithintwoweeks.ThisalgorithmwastestedintheGoodwaterCreekExperimentalWatershed,inNortheastMissouribycomparingsimulatedplantingdatesofcornandsoybeansto15yearsofplantingprogressrecords(1992-2006).Onaverage,themodelpredictedplantedamountsofsoybeansandcornequaltothoserecordedwithin1dayoftherecordeddatesforsoybeansand7daysforcorn.Differenceswerelargeratthebeginningandendoftheplantingperiods.Resultsindicatedtheneedforacutoffdatebeyondwhichthesecropsareabandonedandthelandisleftfallow.Schedulingfieldoperationsasafunctionoftemperature,moisture,andavailableresourceswillbeusefulwhenoperationtimingisnotwellknown,e.g.largeriverbasins,scenariosanalyses,orclimatechangestudies.KeywordsFieldoperations,management,scheduling,temperaturesoilmoisture

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Session C3: Model Development

Defining and Integrating Spatiotemporal Agricultural Land Managementinto the Soil and Water Assessment ToolAdamFreihoefer ,TomBeneke ,AaronRuesch1. Hydrologist,WisconsinDepartmentofNaturalResources.Email:[email protected](correspondingauthor)2. Hydrologist,CadmusGroup,Inc..3. WaterQualityModeler,WisconsinDepartmentofNaturalResources.

AbstractLandcoverandlandmanagementareimportantcomponentsintheevaluationofhydrologicandwater-qualityresponsemodelsusedtodevelopawatershed-basedTotalMaximumDailyLoad(TMDL).TheSoilandWaterAssessmentToolisawatershedresponsemodelusedtodevelopTMDLsduetothemodel’sabilitytoaccountforspatiotemporallandcoverandmanagement.Accountingforheterogeneousmanagementactivitiescandirectlyimpactthedrivingforcesbehindwatershedresponsemodelsincludingcurvenumberhydrologyandphosphoruscyclingandsubsequentlycanplayanimportantroleinpollutantallocations.TheWisconsinDepartmentofNaturalResourceshasdevelopedamethodologythatincorporatesgeospatialdataandanalysis,countyLandandWaterConservationstaffknowledge,andfield-collecteddatasuchastransectsurveystodefineagriculturalmanagement.Thelandcoverandmanagementrefinementmethodologywasappliedtoagriculturallandcoverwithinthe23,714squarekilometerUpperWisconsinRiverBasin(UWRB).Theresultisaspatiallayerthatdefinesspatiotemporalvariabilityofagriculturallandmanagement,particularlyrotation,tillage,andnutrientapplicationforall64.75-hectareagriculturalplotsthroughouttheUWRBbetween2002and2013.ThismethodologyprovidesarefinedapproachthatcanbeusedatlargescalestosupportTMDLdevelopment,provideaplatformforupfrontparticipationfromstakeholders,andfacilitateTMDLimplementation.KeywordsSWATModelDevelopment,Agriculture,TMDL,GIS

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Session C3: Model Development

Using a Single HRU SWAT Model to Examine and Improve Representationof Field-Scale ProcessesColleenMoloney ,CibinRaj ,JaneFrankenberger ,IndrajeetChaubey1. ResearchAssistant,PurdueUniversity.Email:[email protected](correspondingauthor)2. Post-DoctoralResesarcher,PurdueUniversity.3. Professor,PurdueUniversity.4. Professor,PurdueUniversity.

AbstractAsawatershed-scalemodel,SWATaggregatestheoutputsfromindividualHRUs,whereavastnumberofindividualhydrologicandnutrientprocessesaresimulated.WhilesomeoftheseHRU-levelprocessesandassociatedparametershavebeenthoroughlytested,othershavebeenassumedfromtheoryorfromlimitedfielddata.Asresearchadvances,newstrategiesarebeingdevelopedforthesimulationofHRUprocesses,andthesenewalgorithmsandparametervaluesneedtobetestedwithdatathatareusuallycollectedonindividualplotsorfields.SimulatingasingleHRUisthemostefficientmethodforthisevaluationusingplot-scaleorfield-scalemeasurements,toavoidtheeffectsbeingmaskedbyaggregatingoutputsintosubbasins.Inthispresentation,wewilldemonstratehowasingle-HRUmodelcanbecreatedbymanipulatingArcSWAToutput,andpresenttwoexampleswheresuchamodelhasproveduseful:(1)evaluatingandmodifyingthetiledrainroutinesusingfield-scaledrainagedata,and(2)improvingbioenergycropgrowthsimulationusingplantgrowthmeasurementsonsmallplots.Thesingle-HRUmodelshaveallowedrapidandefficientevaluationsofimprovedalgorithms.KeywordsSWATModel,Field-Scale,BioenergyCrops,TileDrainage

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Session C3: Model Development

Hillslope hydrology modifications for better representation of variablesource areas: SWAT-HillslopeSoniPradhanang ,LinhHoang ,ElliotSchneiderman ,TammoSteenhuis1. AssistantProfessor,UniversityofRhodeIsland.Email:[email protected](correspondingauthor)2. Postdoc,InstituteforSustainableCities,CUNY.3. SeniorScientist,NYCDEP.4. Professor,CornellUniversity.

AbstractInhillylandscapesintemperateandtropicalhumidclimatesaperchedaquiferformingabovearelativelyimpervioussoillayerplaysamajorroleinthehydrology,transmittingsubsurfaceflowlaterallythroughthehillslope,controllingsoilsaturationastheperchedwatertableapproachesthesurface,providingwaterforplantuse,andinfluencingbiogeochemicaltransformationsrelatedtosaturatedconditionsinsoils.Inthisstudy,adynamicperchedaquiferandassociatedwatertablehavebeenaddedtotheSWATmodelusingthestatisticallydynamic(SD)approachusedinTOPMODELandotherhillslopehydrologymodels.Astheperchedwatertablerisesandfallssaturatedareascorrespondinglyexpandandcontract,andsaturation-excessoverlandflowisgeneratedasprecipitationandsnowmeltthatfallsonthesaturatedsoils.Theperchedaquiferistreatedasanon-linearreservoirthatcangeneraterapidsubsurfacestormflowasthewatertablerises,withreturnflowoccurringinthesaturatedareas.ThemodifiedSWAT-Hillslopemodeladoptsthevariablebucketapproachformodelingsoilwaterstoragecapacity.Upto10subareascategorizedaswetnessclassesofincreasingcapacityareidentifiedbasedonlandscapepositionandincorporatedintothedelineationofHRUs,andthespecifiedareasandmaximumcapacitiesofthewetnessclassesrepresenttheparameterizationofstoragecapacitydistributionforthecatchment.TheteststudyinTownBrookWatershedintheCatskillMountainsofNewYorkispresentedinthispaper.KeywordsSWAT-hillslope,saturatedareas,hydrology,watertable

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Session D1: Western Lake Erie Basin

Shaping Lake Erie Agriculture Nutrient Management through a Multi-ModelApproachMargaretKalcic ,RebeccaMuenich ,DonaldScavia ,NoelAloysius ,JeffreyArnold ,JayAtwood ,ChelsieBoles ,RemegioConfessor ,JosephDePinto ,MarieGildow ,JayMartin ,ToddRedder ,DaleRobertson ,ScottSowa,MichaelWhite ,HawYen1. PostdoctoralFellowattheUniversityofMichiganWaterCenter.Email:[email protected](correspondingauthor)2. PostdoctoralFellowattheUniversityofMichiganWaterCenter.3. UniversityofMichiganGrahamSustainabilityInstitute.4. TheOhioStateUniversity.5. UnitedStatesDepartmentofAgriculture–AgriculturalResearchService.6. UnitedStatesDepartmentofAgriculture–AgriculturalResearchService.7. LimnoTech.8. HeidelbergUniversityNationalCenterforWaterQualityResearch.9. LimnoTech.10. TheOhioStateUniversity.11. TheOhioStateUniversity.12. LimnoTech.13. UnitedStatesGeologicalSurvey.14. TheNatureConservancy.15. UnitedStatesDepartmentofAgriculture–AgriculturalResearchService.16. UnitedStatesDepartmentofAgriculture–AgriculturalResearchService.

AbstractHarmfulalgalblooms(HABs)havebecomeendemictothewesternbasinofLakeErie.ThecyanobacteriaMicrocystisspp.producestoxinsthatposeseriousthreatstoanimalandhumanhealth,resultinginbeachclosuresandimpairedwatersupplies,andevenforcingatemporaryshutdownoftheCityofToledowatersystemforseveraldaysin2014.ThemaindriverofwesternLakeErieHABsishighphosphorus(P)loadingfromagriculturalwatershedsdrainingtothewesternbasin,particularlytheMaumeeRiverwatershed(Maumee).Throughthe2012GreatLakesWaterQualityAgreement,thegovernmentsoftheU.S.andCanadaagreedtoreviseLakeEriePloadingtargetstodecreaseHABseveritybelowlevelsrepresentingahazardtoecosystemandhumanhealth.TheGreatLakespolicycommunitywillsoonbefacedwithdeterminingwhatpolicyoptionsaremosteffectiveandfeasibletoaddressthisissue.Tobetterinformthepolicycommunity,aninterdisciplinaryteamofpolicy-makersandwatershedmodelerswasbroughttogetherinorderto(1)spatiallydescribePloadingfromtheMaumee,(2)identifypotentialstrategiestoreducePfromtheMaumee,(3)evaluatetheimpactoftheidentifiednutrientmanagementstrategiesusingmultiplewatershedmodels,and(4)communicatetheresultsofthescenariostotheagriculturalandmanagementcommunitiesinordertobetterinformpolicy.Keywordsharmfulalgalblooms,MaumeeRiverwatershed,phosphorus,WesternLakeErieBasin,multi-modelapproach

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Session D1: Western Lake Erie Basin

Bringing SWAT to stakeholders to explore conservation scenariodevelopment in the Western Lake Erie BasinMargaretKalcic ,NathanBosch ,RebeccaMuenich ,ChristineKirchhoff ,AllisonSteiner ,MichaelMurray ,FrankLopez ,DonaldScavia1. PostdoctoralFellowattheUniversityofMichiganWaterCenter.Email:[email protected](correspondingauthor)2. CenterforLakes&Streams;GraceCollege.3. UniversityofMichigan.4. UniversityofConnecticut.5. UniversityofMichigan.6. NationalWildlifeFederation.7. OldWomanCreekNationalEstuarineResearchReserve.8. UniversityofMichigan.

AbstractSeasonalhypoxiaandharmfulalgalbloomsinLakeEriehavebeenlinkedtoelevatedphosphorusloadingfromitswesternbasin,andparticularlydeliveredfromagriculturalrunoffintheMaumeeRiverwatershed.Historicdecreasesintotalphosphorusloadingledtoshort-termecologicalimprovementsinthelake,butrisingfractionsofsolublereactivephosphorusarelargelyblamedforitsmorerecentworseningcondition.Manysuspectthisriseinsolublephosphorusisduetowidespreadadoptionofno-tillageonfarmlandsartificiallydrainedbysubsurfacetiles,andthereisinterestindesigningconservationscenarioscapableofcounter-actingthistrend.InthisstudyweconsultedwithstakeholdersintheWesternLakeEriebasintodesignsuchconservationscenariosfocusingonpracticesrelatedtonutrientmanagement,soilerosion,andartificialdrainage.IninitialworkshopswepresentedthecapabilitiesofSWATforimplementingconservationscenariosandassessingtheirimpactonnutrientandsedimentloadingtoLakeErie,andstakeholdersaidedmodelersindevelopingscenariosofinteresttotheconservationandagriculturalcommunities.Weranthesescenariosanddeliveredresultsbacktothesestakeholdersinfollow-upworkshops.Wearestillassessingthefullimpactofconservationdeliveredatvaryingratesofadoptioninconjunctionwithregionalclimatechange.KeywordsSWAT,scenarios,agriculturalconservation,BMPs,MaumeeRiverWatershed,stakeholderengagement

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Session D1: Western Lake Erie Basin

Visualizing alternative pathways for reducing phosphorus loads into LakeErieRebeccaMuenich ,MargaretKalcic ,DonScavia1. Post-doctoralfellow,GrahamSustainabilityInstitute,UniversityofMichigan.Email:[email protected](correspondingauthor)2. Post-doctoralfellow,GrahamSustainabilityInstitute,UniversityofMichigan.3. GrahamFamilyProfessorofSustainabilityandDirectoroftheGrahamSustainabilityInstitute,UniversityofMichigan.

AbstractThewesternbasinofLakeEriehasseenaresurgenceofharmfulalgalbloomsinrecentyears.ThemaindriverofHABshasbeenshowntobeelevatedphosphorus(P)loadscomingfromthewatershedsthatdrainintothewesternbasin.OfparticularimportanceistheMaumeeRiverWatershed(MRW),whichhasbeenshowntobethemainHABdriver.Ploadingtargets,recommendedintheGreatLakesWaterQualityAgreement,havebeendevelopedtokeepPlevelslowenoughtopreventHABs.DespitesignificantworkdesignedtoinformthesetargetloadsforLakeErie,lessworkhasbeendonetoidentifywhatpolicyandmanagementdirectivesareneededtoachievethosetargets.OurgoalwastotesttheeffectsofextremelandmanagementscenariosonphosphorusloadstoLakeErie.ThesescenarioshighlightsomeconstraintsonphosphorusloadreductionsthatcanbeachievedfromchangesinMaumeeRiverWatershed(MRW)managementstrategies.WeevaluatetheeffectsonMRWphosphorusloadsundervariousnutrientmanagementstrategiesincludingstoppingallfertilizerapplicationsandimplantingextremeagriculturalmanagementchanges.TheresultsindicatethateveniffertilizerapplicationonagriculturallandsintheMRWceasedentirely,itmaytakedecadestoseedesireddecreasesinphosphorusloads.ScenariosresultsalsoindicatethattherearesomepotentialactionsthatcanbetakenintheMRWandpotentiallyotherWesternLakeErieBasinwatershedstoreducephosphorusloadsintoLakeErie.Keywordsharmfulaglalblooms,MaumeeRiver,phosphorus,WBLE

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Session D2: BMPs

Investigating impacts of BMPs and land use on water quality for sustainablebioenergy productionMiaeHa ,MayWu1. PostdoctoralAppointee,ArgonneNationalLaboratory.Email:[email protected](correspondingauthor)2. PrincipalEnvironmentalSystemAnalyst,ArgonneNationalLaboratory.

AbstractNonpointsourcepollutionisanissueforagriculturalfieldsduetonitrogenandphosphorusfromfertilizerandlivestockintheMidwest.Landmanagementstrategiesplayimportantrolesinsustainablebiofuelfeedstockproductionwhileminimizingimpactsoflandusechangesonhydrologyandwaterquality.Environmentalsustainabilityofcellulosicbiofuelfeedstockproductionwasconsideredtomaintainwaterresourcesofanintegratedlandscapingmanagementstrategy,throughcurrentlanduseandlandmanagement,croppingsystem,andagriculturalBestManagementPractices(BMPs).Cellulosicbiofuelfeedstockproductioninalandscapedesignincorporatinglowproductivitylandwasconvertedtohighbiomassproductioncropsuchasswitchgrass.AgriculturalBMPsimplementationandsourcereductioninvariouscombinationsweretestedtoinvestigatevarioussedimentandnutrientloadreductionstrategiesinawatershedinIowa,includingriparianbufferandwintercovercropapplication.TheSoilandWaterAssessmentTool(SWAT)wasusedtosimulateproposedlandscapedesign,riparianbufferandresidueharvest/ryeapplicationsonsediment,nutrientloadings,andhydrologicalperformanceatwatershedscale.ResultsindicatethattheeffectivelandscapedesignandBMPsoncurrentagriculturallandcanpotentiallybringmarkedimprovementsinwaterqualityandsoilerosioncontrolwhileproducingfoodandfuelfeedstockintheSouthForkIowaRiverwatershed.Theconceptcanbeintegratedwithotherwatershedmanagementprogramstoimprovesustainabilityofland,water,andecosystem.KeywordsBMPs,Landscapedesignandmanagement,switchgrass,sediment,nutrient,bioenergyproduction

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Session D2: BMPs

Best management practices for reducing nutrient loads in a sub-watershedof Chesapeake BayTamieVeith ,M.G.MostofaAmin,AmyCollick,HeatherKarsten1. agriculturalengineer,USDA-ARS.Email:[email protected](correspondingauthor)

AbstractWaterqualityimprovementintheChesapeakeBayisagraveconcern.Aninitiativetoreducethenutrientloadstostreamhasbeenundertakentoattainatargettotalmaximumdailyload(TMDL)atChesapeakeBay.Ageneralguidelinewithasetofbestmanagementpractices(BMPs)hasbeeninplacefortheChesapeakewatershedstatestobeimplementedfortheTMDLgoal.TheChesapeakewatershedstateshavebeendirectedtosub-dividetheallocationsoftheTMDLbylocalareas,butformoreeffectiveallocationsoftheBMPsafield-scaleimplementationplanisneeded.SpringCreekwatershedofCentreCounty,PennsylvaniawaschoseninthisstudyforinvestigatingtheeffectivenessoftheBMPsandderivinganimplementationplanusingtheSoilandWaterAssessmentTool(SWAT).TheSWATmodeliscapableofassessingtheeffectsoffield-scaleBMPsonwatersheddischargeestimatesunderinter-annualandseasonalvariationsoftemperatureandprecipitation.Recordedweatherandstreamflowdata,and10-mdigitalelevationmaps,andSSURGOsoildatawereusedtocalibrateandvalidatethemodel.Sincebase-flowisamajorcomponentofstreamflowinSpringCreek,themostsensitivecalibrationparametersaffectingmodelperformancewerebase-flowfactor,curvenumber,andsurfacewatertogroundwatertransportdelayfactor.ThemodeladequatelydescribedhydrologicprocesseswithaNash-Sutcliffecoefficientof0.76andacoefficientofdeterminationof0.75.Themodelhasfinallybeenusedtoprepareasetofeffectivefield-scaleBMPstocut20%ofthenutrientloadsasallocatedforthewatershedby2025.Thenextstepwillbeinassessingfield-levelcost-effectivenessoftheBMPs.Keywordsbestmanagementpractices,field-scale,ChesapeakeBay,TMDL,WIP

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Session D2: BMPs

Using GIS Technology to Inform Watershed Modeling and ConservationPractice Implementation at the Local LevelTimothyErickson ,AndrewKessler ,JeremiahJazdzewski ,MarkDeutschman1. ProfessionalEngineer,HoustonEngineerInc.Email:[email protected](correspondingauthor)2. Scientist,HoustonEngineeringInc.3. ProfessionalEngineer,HoustonEngineerInc.4. ProfessionEngineer/VP,HoustonEngineeringInc.

AbstractWatershedmodelssuchasSWATandHSPFareoftenusedtoprovideinformationneededtoguidewaterqualitymanagementdecisionsatthewatershedandregionalscales.Thesedecisionsincludeprovidingestimatesoftheloadreductionsassociatedwiththeimplementationofconservationpractices.However,localpractitionersresponsibleforselectingandimplementingon-the-groundconservationpracticesoftenlackthetechnicalresourcesneededtoutilizemodeloutputstoinformdecisionsaboutthelocations,numbersandwaterqualitybenefitsofthepracticesneededtomeetwaterqualitygoals.Theuseandadvanceprocessingofhighresolutiontopographicdata(i.e.collectedusingLiDARtechnology)providesanopportunitytotargetpracticesatfinerscalesandinformwatershedmodelingefforts.ThispresentationwillhighlighthowthePrioritize,Target,andMeasureApplication(PTMApp)hasbeendevelopedasanArcGIStoolbartoidentifyfieldscalelocationsthataresuitableforconservationpractices,andestimatetheirresultingloadreductions(nitrogen,phosphorus,andsediment)todownstreamlakesandrivers.KeywordsBMPs,TerrianAnalysis,GIS,LiDAR,ImplementationStrategies

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Session D3: Environmental Applications

Challenges defining functional evaluation of an ungauged headwaterwetland in coastal ALRasikaRamesh ,LatifKalin ,MehdiRezaeianzadeh ,MohamedHantush ,ChrisAnderson1. PhDStudent,AuburnUniversity.2. Professor,AuburnUniversity.Email:[email protected](correspondingauthor)3. PhDStudent,AuburnUniversity.4. Scientist,USEPA.5. AssociateProfessor,AuburnUniversity.

AbstractInthisstudy,weevaluatedthewaterqualityandflowmitigationcapabilityofrelativelyunderstudiedheadwaterwetlandsystemslocatedinsouthAlabama’scoastalplainregion.ForthisweexploredtheuseofSWATcoupledwithawetlandnutrientcyclingmodelcalledWetQual.Observedflowandnutrientdataforthestudyheadwaterwetlandexistsforfirstflusheventsovera5-monthperiodfromAug2013throughJanuary2014.Duetolackofcontinuousdata,weusedSWATtosimulatedaily-scalewetlandinputswhichwerecalibratedwithobserveddata.SWAThasbeenpreviouslycalibratedforwatershedsintheregionsuchasthoseoftheFishRiver,MagnoliaRiverandtheWolfRiver;modelparametersfromthesestudieswereusedforthepurposesofourstudy.WhenwecomparedSWATsimulatedwatershedflowstothewetlandwithobserveddataweobservedthatSWATgreatlyunderestimatedtheextentofgroundwatercontributionstothewetland.Thisstudyoutlinesourchallengesinfiguringoutthebestwaytocouplethesemodelswhilestillgeneratingecologicallyrelevantunderstandingoftheheadwaterwetlandsnutrientmitigationcapabilities.BaldwinCounty,AL,hasseenafastriseincoastaldevelopment,andthistrendisexpectedtocontinuesignificantlyinthefuture.Thisimperilsheadwaterstreamsandwetlandswhichoccurnumerouslyonthislandscape.WiththeGulfofMexicoalreadyundergoinglargeproblemswithnutrienteutrophication,assessmentofthefunctioningofthesenumerousheadwatersystemsbecomescriticalinwaterqualityandflowmaintenanceintheregion.Keywordswetland,groundwater,nitrogen

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Session D3: Environmental Applications

Using the Soil and Water Assessment Tool to provide critical spatialinformation about the magnitude of water quality stressors and their effect

on stream biodiversityConorKeitzer ,StuLudsin,ScottSowa,AnthonySasson,MattHerbert,GustAnnis,AugustFroelich,CarrieVolmer-Sanders,JeffArnold,MikeWhite,HawYen,PrasadDaggaputi,LeeNorfleet,Mari-VaughnJohnson,JayAtwood,CharlieRewa1. PostdoctoralResearcher,OhioStateUniversity.Email:[email protected](correspondingauthor)AbstractNon-pointsource(NPS)pollutionisamajordriverofstreamdegradationandthreatensvaluablecoastalecosystems.Despitewidespreadawarenessofthisissue,conditionsinmanyareascontinuetoworsen.OnefactorlimitingeffectiveNPSpollutionmanagementisthelackofinformationatfinespatialresolutionsacrossbroadspatialextents.Inparticular,detailedspatialinformationabouttheeffectsofNPSpollutiononbiodiversityislacking.Thisspatialinformationisintegraltoallocatinglimitedresourcesstrategically.Wedevelopedahydrologicmodelatthe1:100,000-scaleusingtheSoilandWaterAssessmentTooltoassesswaterqualityconditionsinWesternLakeErietributaries.Welinkedthiswaterqualitydatatoobservedfishcommunitydata,whichwereavailableforasubsetofthewatershed,todevelopmodelsoffishcommunityresponsestowaterqualitystressors.Wethenforecastedbiologicalconditionsacrossthewholewatershed.Wefoundthatdependingonthefishmetricconsidered,between3%and29%ofthewatershedishighlylimitedbywaterquality.Weattributebetween72%and100%ofthisimpairmenttoagriculturallygeneratedNPSpollution.Importantly,theamountofimpairmentvariedamongsubwatersheds,oftencharacterizedbypositivelyskewedorlognormalprobabilitydistributions.Weusedtheseskeweddistributionstoidentifyprioritywatershedsforconservationactionacrossmultiplespatialscales.Bycouplinghydrologicalandbiologicalmodels,wecanprovidecriticalspatialinformationabouttheeffectsofNPSpollutiononstreambiodiversity.Thisspatialinformationisessentialforeffectiveconservationwithlimitedresources.Keywordsbioticintegrity,watershedconservation,nutrients,suspendedsediment,river

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Session D3: Environmental Applications

Development of a Distributed TMDL Allocation in Liangzi Lake Basin UsingSWAT Model and Water Quality ModelYongguiWang ,WanshunZhang ,BinLuo ,ShuanglingWang ,ShengyuanWang1. SchoolofResourceandEnvironmentalSciences,WuhanUniversity,Wuhan430079,PRChina.2. SchoolofResourceandEnvironmentalSciences,WuhanUniversity,Wuhan430079,PRChina.Email:[email protected](correspondingauthor)3. HubeiEnvironmentMonitoringCenter,Wuhan430072,PRChina.4. CollegeofOceanandMeteorology,GuangdongOceanUniversity,Zhanjiang,Guangdong524088,PRChina.5. SchoolofResourceandEnvironmentalSciences,WuhanUniversity,Wuhan430079,PRChina.

AbstractTheLiangziLakeistheimportantecologicalwatersourcesandoneofthebiggestfreshwaterlakeinHubeiprovince,China.Therearesevenrivers,includingGaoqiaoRiver,XujiaguangRiver,JinniuguangRiverandetc.,flowintotheLiangziLakeand16countieswithdifferentsocialdevelopmentlevelthatlocatedintheLiangziLakebasin.Thenon-pointsource(NPS)isthemainpollutionsourceinLiangziLakerecently,inwhichthedisorderedagriculturalstructureandnostandardsfertilizationhavebecomemainfactorsthatdamagestheenvironmentofLiangziLake.TocontroltheNPS,researchesabouttheallocationtotalofcontaminationsareurgentneed.Thetotalmaximumdailyload(TMDL)isoneofthemostimportantprogramonthetotalpollutantcontrol,whichhasgreatsignificanceforcontrollingpollutantdischarge,distributingtotalamountandprotectingtheenvironment.ToprotecteandimprovetheenvironmentinLiangziLake,thispaperpresentedtheTMDLinLiangziLakebasedontheSWATmodelandthewaterqualitymodelforlake.ForTMDLplan,themainprocessesarecalculatingtheexternalloadings,computinginternalloadingandanalyzingthemarginofsafety(MOS).Inthispaper,theSWATmodelhasbeenusedforNPSmodeling(asexternalloadings).TheCOD,TN,TPhavebeenselectedastheallocationfactorsforTMDLandtheLiangziLakebasinhasbeendividedintosevensub-basinsand16administrationcellsaccordingtoitsriverstructure.Thetwodimensionalmodelhasbeenusedforwaterqualitysimulationinthelake(astheinternalloading)withusingtheresultsoftheSWATmodelastheboundaryintakeconditions.Withthesesimulationresults,theprimaryallocationandsecondaryallocationofTMDLinLiangzilakebasinhavebeendone.TheresultsshowsthatthepollutantloadsinLiangziLakeneedredistributionandshouldbecutdown.Inwhich,thepollutantloadsfromGaoqiaoriversub-basinshouldbecutdown40%,andtheXujiaguangsub-basinshouldbecutdown30%,whiletheotherfivesub-basinsremainingdon’tneedabatement.TheSWATmodelcoupledwiththewaterqualitymodelaregoodtoolsforTMDLprogram.KeywordsTMDLAllocation,SWAT,WaterQualityModel,LaingziLake

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Session E1: Western Lake Erie Basin

Large-scale, NHDPlus Resolution Watershed Modeling in the Western LakeErie Basin Using SWATHawYen ,MichaelWhite ,S.ConorKeitzer ,PrasadDaggupati ,Mari-VaughnJohnson ,MatthewHerbert ,JeffreyArnold ,ScottSowa1. AssistantResearchScientist,TexasA&MUniversity.Email:[email protected](correspondingauthor)2. AgriculturalEngineer,USDA-ARS.3. PostdoctoralFellow,OhioStateUniversity.4. AssistantResearchScientist,TexasA&MUniversity.5. Agronomist,USDA-NRCS.6. AquaticEcologist,TheNatureConservancy.7. AgriculturalEngineer,USDA-ARS.8. DirectorofScience,TheNatureConservancy.

AbstractInrecentyears,increasinglylargeamountsofmeasureddataareavailableforscientistsandengineerstoconductanalysesandwatershed-scalesimulationsonchallengingtopics,suchaswaterresourcesallocation,sedimenttransport,andpollutioncontrol.Toenhancethequalityofmodelpredictions,bothtemporalobservationdata(HardData)andintra-watershedbehavior(SoftData)areconsideredduringthemodelcalibration/validationprocedure.Inaddition,applicationoffinerresolutiondataisoneofthealternativesenablingmodelingprojectstobemorerepresentative.Inthisstudy,Soft/HardDataareincorporatedwiththestate-of-the-artNationalHydrographyDataset(NHDPlus)tosimulatehydrologic,sediment,andnutrientprocessesintheWesternLakeErieBasin(WLEB).Inaddition,conservationscenariosaresimulated,alongsidepredictedpotentialcostsassociatedwithscenarioimplementation.Theresultsindicatethatincreasedinvestmentscouldprovidebetterperformanceintermsofreducingnutrientandsedimentloads.However,casescenarioswithhigherinvestmentcosts,suchasNutrientManagement,maybelessfeasibleintherealworldbecauseavailablefinancialresourcesarepotentiallylimited.Therefore,casescenariowithsomeefficacyandlesscost(e.g.,ErosionControl)maybetheprimaryrecommendationinpractice.KeywordsNHDPlus;SoftData;Modelcalibration;IPEAT;SWAT

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Session E1: Western Lake Erie Basin

Analyzing the Variability of Water, Sediment and Nutrient Fluxes within anAgricultural Watershed to Identify Nutrient “Hotspots”NoelAloysius ,MarieGildow ,JayMartin1. PostdoctoralResearchScientist,OhioStateUniversity.Email:[email protected](correspondingauthor)2. ResearchAssociate,OhioStateUniversity.3. Professor,OhioStateUniversity.

AbstractApproximately50%ofsuspendedsolidsandnutrientsaredeliveredtoWesternLakeEriefromtheagriculturallydominatedMaumeeRiverWatershed(MRW[JM1]).Croppingpatterns,soils,subsurfacedrainage,changingweatherpatternsandrunoffpotentialhavebeenidentifiedasmajornaturalandhumanfactorsimpactingnutrientdeliverytotheLake.Although,nutrientdynamicsattheMRoutletarewell-studiedanddocumentedthroughmonitoringandmodeling,thespatialandtemporaldynamicswithintheMRWarepoorlyunderstood.Spatialvariabilityinsoils,croppingandlocalstormpatternsheavilyinfluencerunoffpotentialfromvarioussub-watersheds.Identifyingareas,orsub-watersheds,withhighrunoffpotentialthatareamajorsourceforsuspendedsolidsandnutrients,wouldbeextremelyhelpfultoguidetheapplicationofbestmanagementplans(BMPs).Forthisreason,weperformedamulti-sitecalibrationandvalidationofaMRWSoilWaterAssessmentTool(SWAT)modeltoevaluatethespatialandtemporalvariabilityofwaterandnutrientfluxeswithintheMRW.FlowcalibrationwascompletedatninestreamflowlocationsandvalidatedatthirteenlocationswithinMRW.Waterqualityparameters(suspendedsolids,totalandreactivephosphorusandnitrate-nitrogen)werecalibratedattheoutletofMRandvalidatedatthreeinternallocations.Initialresultsindicatethattheinterannualvariabilityofstreamflowsaregreatestatgagelocationsthatdrainhigh-runoffpotentialareas.Thesepoorly-drainedareaswithintensivecorn-soybeancroprotationsandextensivesubsurfacedrainagecontributelargerproportionsofsurfaceandsubsurfacerunoffandsubsequentlynutrients.Ourfindingsidentifytheneedtounderstandandlocatethehigh-risksourceareaswhendevelopingandimplementingbestmanagementpracticesfornutrientreductionintheMRW.

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Session E1: Western Lake Erie Basin

Use of a calibrated SWAT model to support best management practice(BMP) evaluations in the Maumee River watershedChelsieBoles ,ToddRedder ,JosephDePinto1. ProjectEngineer,LimnoTech.Email:[email protected](correspondingauthor)2. Sr.ProjectEngineer,LimnoTech.3. Sr.Scientist,LimnoTech.

AbstractTheMaumeeSWAT(MASWAT)modelisacalibrated,HUC-12scalemodelcoveringthe6,575squaremiledrainageareaoftheMaumeeRiver,alargelyagriculturalbasinlocatedinMichigan,Ohio,andIndianawhichultimatelydrainstotheWesternBasinofLakeErie.WesternBasincyanobacteriabloommodelingworkhasdemonstratedthattheMaumeeRiverspring(March–July)phosphorusloadisthemajordriveroftheHarmfulAlgalBlooms(HABs),promptingtheneedfordevelopmentofBMPstrategiesthatwillaccomplishthenecessarywatershedloadreduction.Therefore,theintendeduseoftheMASWATmodelistheevaluationofbestmanagementpractice(BMP)scenariostodeterminetheirpotentialtoreducespringloadingtothelake.LimnoTechbeganwiththepublicallyavailableEcoforeSWAT2005modeldevelopedbyBoschetal.(2011)andupdatedthedatabaseparameterstoversionSWAT2012.Additionalclimatedatawasprovidedsothemodelwouldrunthrough2014.DetailedagriculturalmanagementdatawasobtainedfromtheARS’sCEAPmodeloftheWLEB.ThesemanagementdatawereaggregatedtoaHUC-08levelandappliedtotheMASWATmodeltoprovideamoreaccuraterepresentationofmanagementpracticesacrossthewatershed.Finally,themodelwasre-calibratedforthe1998-2010periodforhydrologyusingthenewtiledrainparametersandfornutrientswithafocusonphosphorus.AdditionalcalibrationstationsupstreamofWatervillewereaddedtofurtherconstrainmodelpredictions.Themodelwasthenconfirmedandappliedusingthetimeperiod2005-2014.LimnoTechstaffwillutilizethismodeltosupporttheUniversityofMichigan’sWaterCenterintheirWesternBasinLakeErieScenarioprojectwork.Inthisproject,asuiteoffiveSWATmodelswithharmonizedbaselineclimateinputsandanapplicationoftheSPARROWmodelwillbeemployedtopredictwatershedresponsestoavarietyofBMPscenarios,both‘extreme’and‘bundled’.ThispresentationwillhighlighttheresultsofLimnoTech’sMASWATmodelresponsesto‘extreme’BMPscenariosimplementedacrossthewatershed.Resultsforthetimeperiodof2005-2014willfocusontheeffectofactionsontheloadingofphosphorustothelake,theendpointofconcernforthisevaluation.KeywordsSWAT,BMPs,WatershedLoadModeling,LakeErie,Phosphorus

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Session E2: Climate Change Applications

The implications of SWAT parameter equifinality on climate changeprojectionsDarrenFicklin ,BradleyBarnhart1. AssistantProfessor,Dept.ofGeography,IndianaUniversity.Email:[email protected](correspondingauthor)2. Corvallis,Oregon.

AbstractThroughtheuseofGeneralCirculationModel(GCM)outputorclimatesensitivityscenarios,theeffectsofclimatechangeonwaterresourceshavebeenstudiedextensivelythroughouttheworld.ThispresentationwillexaminetheconceptofSoilandWaterAssessmentTool(SWAT)parameterizationuncertaintyorequifinality,wheremanyuniquehydrologicmodelparametersetscanresultinadequatecalibrationandvalidationstatistics,onhydrologicprojectionsfromdownscaledGCMsforthreesnowmelt-dependentwatershedsinthewesternUnitedStates(upperreachesoftheClearwater,Gunnison,andSacramentoRiverwatersheds).Foreachwatershedfivesetsofcalibratedparametersbasedonadequatecalibrationandvalidationstatisticsareassessed.Despitesimilarmodelefficiencystatistics,amajorityofaverageannualstreamflowprojectionsduringthe2080sweresignificantlydifferent,withdifferencesinmagnitude(increaseordecrease)anddirectioncomparedtohistoricalannualstreamflows.Attheaveragemonthlytimestep,amajorityofprojectionsvariedinpeakstreamflowmagnitude/timingandsummerstreamflows,aswellasoverallincreasesordecreasescomparedtothehistoricalmonthlystreamflows.Snowmeltprojectionsalsovaried,bothindepthandsnowmeltpeaktiming,forallwatersheds.Sincealargeportionoftherunoff-producingregionsinthewesternUnitedStates(andmanyotherregionsthroughouttheworld)aresnowmelt-dependent,thishaslargeimplicationsforprojectionsoftheamountandtimingofstreamflowinthecomingcentury.Thisworkshowsthathydrologicmodelparameterizationsthatgivesimilarsatisfactorycalibrationandvalidationstatisticscanleadtostatisticallysignificantdifferencesinhydrologicprojections.Keywordsclimatechange,streamflow,snowmelt,parameteruncertainty,calibration,equifinality

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Session E2: Climate Change Applications

Projecting climate change impacts on surface hydrology of a smallagriculture-dominated watershedSushantMehan ,RamP.Neupane ,SandeepKumar1. GraduateResearchAssistant.Email:[email protected](correspondingauthor)2. PostDocResearchAssociate.3. AssistantProfessor,PlantScience.

AbstractTheSkunkCreekwatershedisanagriculture-dominatedwatershedwherewaterdemandforagriculturalproductionismainlymetbytheflowgeneratedintheSkunkCreek.Therefore,itiscrucialtoestimatefuturewateravailabilityforsustainableagriculturalproductioninthiswatershed.Theobjectiveofthisstudywastoprojecttheclimatechangeimpactsonwateravailabilitytoestimatepotentialdroughtperiods.Weusedtheprocess-baseddistributedSoilandWaterAssessmentTool(SWAT)modelandcalibratedforaperiodfrom1987-1994withNSEandR valuesas0.84and0.84,respectively,formonthlystreamflowsimulations.ThefutureclimatescenariosweresimulatedusingtheaverageoutputsoftemperatureandprecipitationobtainedfromSpecialReportonEmissionScenarios(SRES)(B1,A1BandA2)ofgeneralcirculationmodels(GCMs)formid-21stcentury.Weestimatedhighersurfacerunoffinallfuturescenariosthatledforhigherstreamdischargeinthebasin.Themaximum(93%)increaseinsurfacerunoffwasestimatedfortheSRES-B1andminimum(38%)wasestimatedwithSRES-A2comparedtobaseline.Similarly,maximum(236%)andminimum(184%)changeinstreamdischargewasestimatedwithSRES-B1andSRES-A2,respectively.However,anegativeincreaseinstreamflowvaluesrangingfrom4-90%wasobservedfortheperiodcrucialforcropgrowthin2058and2059foralltheemissionscenarioscomparedwithbaseline.Thismayleadtodeclineinagriculturalproductivitybecauseoflimitedwaterresources.Thesepotentialhydrologicvariationsmaylargelyinfluencetheagriculturalproductioninthebasin.Therefore,anaccurateassessmentofuncertaintiesassociatedwithfutureclimatescenariosneedtobestudiedcarefullyformakingmorepreciseandreliabledecisionsonwaterconservationstrategiesduringagriculturaldroughtperiods.KeywordsClimateChange,Streamflow,Runoff,SWAT,Drought

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Session E2: Climate Change Applications

Modeling the potential impacts of climate change on streamflow in aheadwater basin of the Grande River Basin, Southeastern BrazilViníciusA.Oliveira ,MarceloR.Viola ,CarlosR.Mello ,RaghavanSrinivasan1. PhD.Student-FederalUniversityofLavras-Brazil.Email:[email protected](correspondingauthor)2. Professor-FederalUniversityofLavras-Brazil.3. Professor-FederalUniversityofLavras-Brazil.4. Professor-TexasA&MUniversity.

AbstractTheassessmentofthepotentialimpactsofclimatechangeonstreamflowisimportanttosupportthewaterresourcesmanagementincountrieslikeBrazil,where70%oftheelectricpowerissuppliedbyhydropowerplants.Theobjectiveofthisstudywastocalibrateandvalidate,inmonthlybasis,aheadwaterbasinoftheGrandeRiverBasin,SoutheasternBrazil,inordertoevaluatetheimpactsonhydrologyunderfutureclimatechangescenarios.Forthispurpose,precipitationandmaximumandminimumtemperaturesdatasetssimulatedbyEta,aregionalclimatemodel,nestedintheglobalclimatemodelHadGEM2-ESconsideringtheRCP4.5and8.5scenarios,wereforcedthroughtheSWATmodel.Thesimulationswerecarriedoutinthreetimeslices(2007-2040;2041-2070;2071-2099)andcomparedtothesimulationofthebaselineperiod(1961-2005).Theresultsshowedanincreaseinthemaximum(4.76and6.61°C)andminimum(0.60and1.75ºC)temperaturesandadecreaseintheprecipitation(9.16and16.58%)forbothscenarios(RCP4.5and8.5),respectively.Yet,theresultsledtoasignificantreductionofthestreamflowandthereforeareductionoftheannualwateryieldforthethreetimeslices,showingadecreaseof35.5,21.1and23.3%and29.8,26.5and40.1%fortheRCP4.5and8.5scenarios,respectively,whencomparedtothebaselineperiod.Thus,thehydrologicalbehaviorofthewatershedmaybenegativeaffected,especiallythegroundwaterrechargecapabilitiesandthereforethebaseflow,reducingthewateravailabilityoftheregioninthedryperiods.KeywordsClimatechange,Eta-HadGEM2-ESmodel,SWATmodel.

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Session E3: Sensitivity Calibration and Uncertainty

Impacts of model parametric uncertainty on landuse planning decisionmakingKrishnanNithya ,CibinRaj ,IndrajeetChaubey ,KPSudheer1. DepartmentofCivilEngineering,IndianinstituteofTechnology,Madras-600036,Chennai,India.Email:[email protected](correspondingauthor)2. Post-doctoralresearchassociate,PurdueUniveristy-.3. DepartmentofAgriculturalandBiologicalEngineering;DepartmentofEarth,AtmosphericandPlanetarySciences;DivisionofEnvironmentalandEcologicalEngineering,PurdueUniversity.4. DepartmentofCivilEngineering,IndianInstituteofTechnologyMadras,Chennai–600036,India;DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA..

AbstractWatershedscalesimulationmodelsareusedtoevaluatevarious‘whatif’questionsandtomakeinformeddecisions.Thesemathematicalmodelsincludemanyempiricaland/ornon-empiricalparameterstorepresentvariouseco-hydrologicalprocesses.Parameteruncertaintyisamajorissueinmathematicalmodelsimulations,asoftentheactualparametervaluesarenotavailableoraremeasurable.Themodelparameteruncertaintycanaffectsimulationresultsandconsequentdecisions.TheobjectiveofthestudywastoevaluateparameteruncertaintyofSoilandWaterAssessmentTool(SWAT),andtoevaluatepotentialimpactsofuncertaintyinmodelsimulationsonthedecisionssuggestedforlanduseplanning.AnoptimizationbasedlanduseplanningcasestudywasdevelopedtoidentifyoptimalcroppingpatternincludingbioenergycropsintheStJosephRiverwatershed,IN,USA.Theobjectivefunctionforlanduseoptimizationincludedbiomassproductionof3,581metrictonsperday(underthermochemicalconversion)minimumfeasibleproductionforabiomassprocessingplant,withminimumbiomassproductioncostandmaximumenvironmentalbenefits.ParameteruncertaintyoftheSWATmodelisassessedusingShuffledComplexEvolutionaryMetropolisAlgorithm(SCEM).Fiverepresentativeparametersetswereselectedfromthepredictionuncertaintyintervaltorepresenttheparameteruncertainty.TheSWATmodelwaslinkedwithAMALGAMoptimizertoderiveatanoptimalcroppingpatternforthewatershed.Fivesetsoflanduseoptimizationswereconductedconsideringthefivesetsofparametervalues,andtheeffectsofparameteruncertaintyonoptimizationresultswerequantified.Thepreliminaryresultsshowedthatthesimulationoptimizationresultshadsomelevelofuncertaintythatneededtobeincludedinmakinglandusedecisionsforbioenergycropproduction.KeywordsParameterUncertainty,optimallanduseplanning,bionenergyproduction,AMALGAM,SCEM

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Session E3: Sensitivity Calibration and Uncertainty

Reducing equifinality in semi-distributed models by using spatial wetnessinformation and reducing complexity in the SWAT-Hillslope modelLinhHoang ,ElliotSchneiderman ,TammoSteenhuis ,SoniPradhanang ,KarenMoore ,EmmetOwens1. HunterCollege,CityUniversityofNewYorkandNYCDepartmentofEnvironmentalProtection.Email:[email protected](correspondingauthor)2. NewYorkCityDepartmentofEnvironmentalProtection.3. DepartmentofBiologicalandEnvironmentalEngineering,CornellUniversity.4. DepartmentofGeosciences,UniversityofRhodeIsland.5. NewYorkCityDepartmentofEnvironmentalProtection.6. NewYorkCityDepartmentofEnvironmentalProtection.

AbstractEstimatingmodelparametersinsimulationmodelscanbeproblematicbecauseofthenon-linearityandinterdependenceoftheparametersetssincechangesofsomeparametersmightbecompensatedbyothers.Itisnotuncommonwhencalibratingdistributedhydrologicalmodelsagainstdischargeatthebasinoutlettofindmultipleparametervectorswithreasonablygoodperformance.Thisisknownasequifinalitywhichcontributestouncertaintyofmodelpredictions.Equifinalityforsemi-distributedhydrologicalmodelsmaybereducedbyemployingconceptuallyappropriatemodels,calibratingwithbothspatialandtemporalobservations,andbyreducingcomplexity.WewillapplyourconceptualmodeltotheCatskillMountains(NewYorkState)wheresubsurfaceconnectivitydeterminesthewettingpatterninthelandscape.ThemodelusedisSWAT-Hillslope,amodifiedversionofSWATthatincorporatestopographiccharacteristicsinHydrologicalResponseUnit(HRU)definitionandintroducesaperchedwatertablewiththeabilitytorouteinterflowfrom“dryer”to“wetter”HRUwetnessclasses.CalibrationofdischargeattheoutletofthewatershedwithSWAT-HillslopewascarriedoutbyrandomlygeneratingalargenumberofparametersetsusingtheMonteCarlosamplingmethod.ThepreliminaryresultshowsthatSWAT-HillslopecouldpredictdischargewellwithNash-SutcliffeEfficiencyofmorethan0.6and0.8fordailyandmonthlytimesteps,respectively,andwasnotaffectedsignificantlybyreducingtheHRUnumber.Asexpected,multipleparametersetscouldbeidentifiedthatperformedequallywellinpredictingoutletdischargeinthecalibrationperiod,butresultedindiverseperformancesinthevalidationperiod.Constrainingtheparametersfurtherwithavailablespatialinformationonmoisturecontentsandlocationofsaturatedsoilsreducesequifinality.Weexpectimprovedmodelperformancebyadjustingthemodelstructuretobetterrepresentthelandscapeandbyreducingcomplexityandequifinality.KeywordsEquifinality,Modelcomplexity,SWAT-Hillslope,Uncertainty

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Session E3: Sensitivity Calibration and Uncertainty

Modeling Irrigation Systems in Semi-Arid Regions: Current Status andEmerging Needs for SWATRyanT.Bailey ,TimothyK.Gates ,MilesDaly1. Dept.Civil-Env.Eng.,ColoradoStateUniversity,FortCollins,CO,UnitedStates.Email:[email protected](correspondingauthor)2. Dept.Civil-Env.Eng.,ColoradoStateUniversity,FortCollins,CO,UnitedStates.3. Dept.Civil-Env.Eng.,ColoradoStateUniversity,FortCollins,CO,UnitedStates.

AbstractMajorhydrologicandenvironmentalissuesfacedinirrigatedstream-aquifersystemsinsemi-aridclimateregionsincluderisingwatertables,nutrientleachingtothewatertable,mobilizationoftracemetalsfromoutcroppedandbedrockgeologicmaterial,andloadingofsalinity,nutrients,andtracemetalsfromtheaquifertosurfacewaterviadiffusegroundwaterdischargeandtiledrains.Risingwatertablesinducewaterloggingandsoilsalinization,whichinturndecreasecropyieldand,ifleftunchecked,eventuallyrenderthesoilunusable.ThispresentationhighlightstheseissueswithreferencetopreviousandongoingresearchprojectsintheLowerArkansasRiverValley(LARV)insoutheasternColoradoandSouthPlatteRiverBasin(SPRB)innortheasternColorado,andoutlinesneededmodelingcapabilitiesoftheSWATmodelifitistobeusedeffectivelyintheseandsimilarriverbasins.Specificcapabilitiesincludesimulatingshallowandtemporally-dynamicwatertableelevation,simulatingflowandsolutetransportthroughtiledrainagenetworks,representationofirrigationpumpsthroughouttheaquifer,groundwaterflowtosurfacewaterbodies,andspatially-dependentloadingofsalinityandotherchemicalspeciesfromtheaquifertothestreamnetwork.Ofutmostimportantistheabilitytosimulatethefateandtransportofsaltionsthroughthelandsurface–soil–aquifer–streamcontinuum.

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Session F1: Bioenergy Applications for the U.S. Corn Belt Region

Simulating establishment period of perennial bioenergy grasses in theSWAT modelFengQingyu ,IndrajeetChaubey ,CibinRaj ,BernardEngel ,KPSudheer ,JeffreyVolenec1. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniveristy.2. DepartmentofAgriculturalandBiologicalEngineering;DepartmentofEarth,AtmosphericandPlanetarySciences;DivisionofEnvironmentalandEcologicalEngineering,PurdueUniversity.3. Post-doctoralresearchassociate,PurdueUniveristy-.Email:[email protected](correspondingauthor)4. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniveristy.5. DepartmentofCivilEngineering,IndianInstituteofTechnologyMadras,Chennai–600036,India;DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA..6. DepartmentofAgronomy,PurdueUniveristy.

AbstractPerennialbioenergygrasses,suchasswitchgrassandMiscanthusareconsideredtobeimportantcellulosicbiofeedstocksources.However,thesegrassesrequiremultipleyearstofullyestablishbeforetheirfullbiomassproductionpotentialcanberealized.Anunderstandingofgrowthprocessesforthesecropsarelimitedresultinginageneralignoranceofhydrologic/waterqualityimpactsduringtheestablishmentperiodusingcropgrowthmodels.Thisstudyevaluatedthelengthofestablishmentperiodandthetrendsofbiomass,LeafAreaIndexandbiomasspartitioningratiotoaboveandbelowgroundbiomassduringtheestablishmentperiodofthetwoperennialgrasses.TheidentifiedtrendswerethenincorporatedintotheSoilandWaterAssessmentToolmodeltoimprovethemodel’scapabilitytoaccuratelyrepresenttheirgrowthprocessandevaluatethehydrologicandwaterqualityimpacts.Basedonyielddata,averageyieldthatestablishedgrassesareexpectedtoproducewasrecommendedtobeusedasayieldthreshold(10Mg/haforuplandswitchgrass,15Mg/haforlowlandswitchgrassandMiscanthusinEurope,and20Mg/haforMiscanthusintheU.S.)fordetermininglengthofestablishmentperiod.Basedontheseyieldthreshold,establishmentperiodsofswitchgrasswere2to3yearsforbothuplandandlowlandswitchgrass.EstablishmentperiodsofMiscanthuswere2to4yearsintheUSand3to6yearsintheEurope.ModifiedSWATmodelprovidedanacceptablesimulationofyielddatatrendsat4differentsites.Evapotranspirationtendedtobesmaller,increasingsurfacerunoffandwateryieldduringtheestablishmentperiodthantheestablishedperiod.Soilerosionandnutrientlosswillalsobehigherduetosmallerbiomassproductionandpoorlandsurfaceprotection,especiallyduringthefirstyear.

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Session F1: Bioenergy Applications for the U.S. Corn Belt Region

How do climate change and bioenergy crop production affect watershedsustainabilityIndrajeetChaubey ,RajCibin ,SylvieBrouder ,LauraCBowling ,KeithCherkauer ,JaneFrankenberger ,ReubenRGoforth ,BenjaminMGramig ,JeffVolenec1. Professor,DepartmentofAgriculturalandBiologicalEngineering;DepartmentofEarth,AtmosphericandPlanetarySciences;DivisionofEnvironmentalandEcologicalEngineering,PurdueUniversity..Email:[email protected](correspondingauthor)2. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity..3. DepartmentofAgronomy,PurdueUniversity.4. DepartmentofAgronomy,PurdueUniversity.5. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity..6. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity..7. DepartmentofForestry&NaturalResources,PurdueUniversity..8. AgriculturalEconomics,PurdueUniversity.9. DepartmentofAgronomy,PurdueUniversity.

AbstractSustainabilityanalysesofplausiblelandusescenariosarecriticalinmakingwatershed-scaledecisions.InUSA,Bioenergy-drivenlanduse/landmanagementchangesraiseconcernoverpotentialenvironmentalimpacts,bothintermsofwateravailabilityandwaterquality.Thesepotentialimpactsmaybeexacerbatedbyclimatevariabilityandchange.Theoverallgoalofthisstudywastoassessenvironmental,economicandbiodiversitysustainabilityofplausiblebioenergyfeedstockproductionandclimatechangescenarios.ThestudyconsideredfourteensustainabilityindicatorsundernineclimatechangescenariosfromWorldClimateResearchProgramme's(WCRP's)CoupledModelIntercomparisonProjectphase3(CMIP3).TheSWATmodelwasusedtosimulateperennialbioenergycropssuchasMiscanthusandswitchgrass,andcornstoverremovalatvariousremovalratesandtheirpotentialimpactsonhydrologyandwaterquality.AquaticbiodiversitywasestimatedusingSpeciesDistributionModels(SDMs)developedtoevaluatestreamfishresponsetohydrologyandwaterqualitychanges.Thewatershed-scalesustainabilityanalysiswasdoneintheSt.JosephRiverwatershedtheWildcatCreekwatershed,locatedintheMidwestUSA.Theresultsindicateimprovedsustainabilityindicatorscorrespondingtowateravailabilityandquality.Biodiversityindicesalsoindicatedimprovedfishdistributionwithperennialenergycroppingsystemscomparedtoconventionalcroppingsystems(maize-soybean).Waterqualitybenefitsduetolandusechangeweregenerallygreaterthantheeffectsofclimatechange/variability.KeywordsSustainablebioenergyproduction,climatechange,landusechange,bioenergy

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Session F1: Bioenergy Applications for the U.S. Corn Belt Region

Assessment of Bioenergy Cropping Scenarios for the Boone RiverWatershed in North Central Iowa, United StatesPhilipGassman ,AdrianaValcu ,CatherineKling ,YiannisPanagopoulos ,CibinRaj ,IndrajeetChaubey ,JeffArnold ,CalvinWolter ,KeithSchilling1. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,50011-1070,UnitedStates.Email:[email protected](correspondingauthor)2. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.3. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.4. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.5. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA.6. DepartmentofEarthAtmospheric,andPlanetarySciences,PurdueUniversity,WestLafayette,IN,USA.7. USDA-ARS,Grassland,SoilandWaterResearchLaboratory,Temple,TX,USA.8. IowaDepartmentofNaturalResources,DesMoines,Iowa.9. DepartmentofEarth&EnvironmentalSciences,UniversityofIowa,IowaCity,Iowa.

AbstractTheBooneRiverWatershed(BRW)isanintensivelycroppedregiondominatedbycornandsoybeanproductionthatcoversover237,000hainnorthcentralIowa.TheBRWisreflectiveofbothcurrentIowacroppingtrendsandelevatedlevelsofnutrientpollutioninstreams.Nitratelossesareofparticularconcern,muchofwhichescapesthecroplandviasubsurfacetilesthatdrainthepredominantlyflatlandscapesthatcharacterizethewatershed.PhosphorusexporttostreamsystemsintheBRWisalsoaproblemofconsiderableconcern.QuestionshaveemergedastothepossibleimpactsofadoptingcellulosicbiofuelproductionsystemsinIowawatershedssuchastheBRW,whichwouldbedevelopedasfunctionofcornstoverremovedafterharvestorviatheintroductionofperennialbiofuelcropssuchasswitchgrassandmiscanthus.Inresponse,amodelingsystembeenconstructedforthewatershedusingtheSoilandWaterAssessmentTool(SWAT)modeltoaddressbiofuel-relatedwaterqualityandrelatedissues.ThespecificversionofSWAT(SWATversion2012;Release615)thatisbeingusedinthestudyfeaturesrecentmodificationsmadetothesourcecodethatcorrectedinaccuraciesinpreviouscodesinregardstosimulatingremovalofcornstoverandalsothegrowthofswitchgrassandmiscanthus.Inaddition,updatedcropgrowthparametersthatmoreaccuratelyrepresentthebiomassproductionpotentialofswitchgrassandmiscanthusvarietiesbeinggrownintheU.S.CornBeltregionarebeingusedinthisSWATmodelingsystem.Theresultsofseveralscenariosarereportedherethatreflectfuturecellulosicbiofuelscenariosbasedon20%,30%or50%removallevelsofcornstoverorwidespreadadoptionofswitchgrassand/ormiscanthusacrosspartsoralloftheBRW.Bothhydrologicandpollutantloss(sediment,nitrogenandphosphorus)lossesarereportedforallofthesimulatedscenarios.KeywordsCroppingsystems,corn,switchgrass,miscanthus,stoverremoval,SWAT,nutrientpollution,tiledrainage

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Session F1: Bioenergy Applications for the U.S. Corn Belt Region

Assessment of Large-Scale Bioenergy Cropping Scenarios for the UpperMississippi and Ohio-Tennessee River BasinsYiannisPanagopoulos ,PhilipGassman ,CatherineKling ,CibinRaj ,IndrajeetChaubey ,JeffArnold1. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,50011-1070,UnitedStates.Email:[email protected](correspondingauthor)2. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.3. CenterforAgriculturalandRuralDevelopment,IowaStateUniversity,Ames,Iowa,USA.4. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA.5. DepartmentofEarthAtmospheric,andPlanetarySciences,PurdueUniversity,WestLafayette,IN,USA.6. USDA-ARS,Grassland,SoilandWaterResearchLaboratory,Temple,TX,USA.

AbstractTheintenselyrow-croppedUpperMississippiRiverBasin(UMRB)andOhio-TennesseeRiverBasin(OTRB)formtheCornBeltRegionintheMidwesternUS,which,accordingtotheUSEnvironmentalProtectionAgency,isconsideredthekeycontributingareaofnutrientpollutiontowaters,responsiblefortheNorthernGulfofMexicohypoxiczone.Ontheotherhand,thisareaistraditionallyofutmostimportancefortheagriculturaleconomyofthecountryandpromisingforitsfuturecellulosicbio-economy.Thus,thereisanurgentneedtoexplorehowfuturebiofuelproductioninthisareacancoexistwithahealthywaterenvironmentdownstream.Tothisend,weusedanintegratedmodelingsystemoftheCornBelt,alreadyconstructedwithSWAT(SWATversion2012;Release615)basedona12-digithydrologicunitor‘subwatershed’delineation.Asastartingpointonanextensivescenariotestingintheareawiththislarge-scalehydrologicmodel,threecellulosicbiofuelscenariosaretested:a)50%cornstoverremovalfromallthecorn-soybeanandcontinuouscornlandwithslopes<2%,b)theSwitchgrassShawneegrowthtoallcroplandwithslopes>2%andtoallpasturelandandc)thecultivationofMiscanthustoallcroplandwithslopes>2%andtoallpasturelandaswell.Themodelisexecutedforarecent20-yperiodandtheresultsareevaluatedbasedonSWAToutputsonanannualbasis.Hydrologyisnotpracticallyinfluencedcomparedtothebaseline,however,sedimentsfromHRUsenteringstreamshavebeensignificantlyreducedunderthegrowthofbothperennialcropsbutnotunderthestoverremovalscenario,whichcausedanexpectedslightsedimentincrease.AsimilaroutputisproducedforP,whichisstronglyconnectedwithsedimentsinSWAT.Ontheotherhand,allscenariosresultedinreducedNlossestostreamsandriverswhicharereflectedtoaconsiderablyreducedNloadintheMississippiriverdownstream.CropandbiomassyieldswerealsoestimatedacrossthelandscapeandbasedontheupdatedSWATgrowthroutinesforperennialstheyareverypromisingforbiofuelproduction.ItisbelievedthatSWATwaterqualityandyieldestimationspresentedhereinalongwithadetailedeconomicassessmentofchangingthelandscapetoperennialbiofuelcropsand/ormanagingcollectedstovercanguidepolicymakerstowardsasustainablebiofuelproductionplanacrosstheCornBelt.KeywordsBiofuelscenarios;Croppingsystems;Largescale;OTRB;SWAT;UMRB.

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Session F2: Hydrology

Enhancing Prediction Accuracy in the Bagmati River Flood ForecastingModel on MIKE11 Platform in IndiaPoonamPrasad ,SanjayKumarSrivastava ,NarendraKumarTiwary ,PadmaKantSharan1. ResearchScholar,Deptt.ofMaths&ComputerScience,B.r.a.biharUniversity,Muzaffarpur,Bihar,India.2. Reader,FloodManagement,WaterandLandManagementInstitute,Patna,Bihar,India.3. ReaserchScholar,CivilEngg.Department,I.I.T.,Delhi,India.4. Prof.&FormerH.o.d.,Dept.ofMathsandComputerScience,B.r.a.BiharUniversity,Muzaffarpur,Bihar,India.Email:[email protected](correspondingauthor)

AbstractTheIndoGangeticPlainsarealmosteveryyearvisitedbyfloodsduringthemonsoonseasonwhenitrainsheavilyontheloftyHimalayasandthefastdepletingwoodlandsinthevalleycommonlyknownastheTerai.TheriversthatoriginatefromNepal,TibetandChinaontheHimalayasareperennialbecausethesnowlinecontinuestomeltduringsummerseasonwiththewintersbeingseasonsofleanflow.Theyflowsouthwardsformingthethreemajordrainagesystem-theIndusdrainingintotheArabianSea,theGangesdrainingintotheBayofBengalandtheBrahmputradrainingintotheBayofBengal.TheRiverBagmatioriginatesinNepalandpassesthroughitscapitalKathmanduandentersIndianearDhengandflowsoutheasterlytooutfallinRiverKosi,amajortributaryofGangesSystem.TraditionallyithasbeenknownastheSorrowofthenorthernStateofBihar.Itisknowntohavedestroyedthousandsoflivessincetimeimmemorial.ItwasonlyduringtheBritishruleinIndiathatasincereeffortwasmadetotametheriverbyreducingthefuryoffloodswiththeconstructionofparallelembankments,constructionofbridges,raisingthecanalsystembyconstructionofweirschemesandbarragetodivertthefloodsforirrigationpurposes.ThisreducedthelossoflifeanddamagestopropertytosomeextentinthefloodplainsofNorthBihar.AchainoffloodgaugestationsweresetupduringtheBritishperiodandsystemofmeteringtheRiverBagmatistarted.ThetrendwasfurtherfollowedafterIndependencewithanumberofraingaugestationshavingbeensetupinNepalandIndiainthecatchmentareaoftheRiverBagmatiwiththeintentofforecastingthefloodsmanuallysoastogiveenoughleadtimeforpreparationtotacklefloodsituationandtoreducethelossoflifeandpropertiesatBiharinIndia.TheWaterResourcesDepartment(WRD)oftheGovernmentofBihar(GoB)althoughmakessincereeffortsinobtainingthedischargeandrainfalldataasquicklyaspossiblethroughthediplomaticchannelyetitleavestheWRDfloodmanagerswithhardly24hoursofleadtimetotacklefloodsinthefloodplainsofRiverBagmatiinBihar.TherewasapressingneedtoenhancetheleadtimeandaconsensusevolvedintheWRDtoautomatetheBagmatiFloodForecastbyclinchingthelatestadvancesinthefieldofInformationTechnologyandMultimediabymodelingtheBagmatifloodscenarioonacomputersystemusingsimulationtoautomaticallygeneratethefloodforecastwithatleast3daysofleadtimewithmorethan95%accuracy.DennishHydraulicInstitute(DHI)’sMIKE11PlatformqualifiedasthenaturalchoicebecauseithadalreadymodeledtheBagmatiintheNepalportionandhasalsobeenactivelyinvolvedinmodelingtheBrahmaputraRiverinotherIndianstatesaswellasinBangladesh.Itsattractiveinterfacesreflectingtheeleganceofitspresentationlogiccoupledwithanequallyefficientalgorithmbasedrobustbusinesslogicbearsanedgeovertheothermodelingsoftware.Ithasbeendevelopedoverthe.netframeworkthatsupportsMicrosoft’sWindowsOperatingSystemandisuserfriendly,secureaswellasbeingnetworkcompatible.MIKEplatformscanreaddatafromExcelfilesandpresentsvariousgraphicsandtablesastheoutput.Itcanhandlevoluminousinputdata,canprocessthemataveryfastrateandcanpresentoutputinthedesiredformat.Thepaperdescribestheprevalentsystemofmanualflooddatagathering

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fromvariousgaugesitesinIndiabyCentralWaterCommission(CWC)andWRDonBagmatianditstributariesandhowtheyarecompiledbyWRDforanonwardtransmissiontofloodmanagers,disastermanagersandotherstakeholdersforfurtheractions.ThemanualsystemisbasedonvariousempiricalformulathatdeterminethehydrologyoftheBagmatiAdhwaragroupofriversaswellasIndiaMeteorologicalDepartment(IMD)rainfallforecastdataforthebasinandanexaminationoftheaccuracyinmanualfloodforecastonaparticulargaugesiteatBenibadonMuzaffarpurDarbhagafourlanehighwayforthefloodseasonof2013wasfoundtobe94.9%.Howevermostofthemanualfloodforecastaccuracyisfoundinthenormalrangeof85%to90%.ThisstudytriestolookintotheproblemsoflowaccuracyinautomatedfloodforecastthatiscommoninrecentlyintroducedRealtimefloodforecastinginBagmatiAdhwarariverbasinonMIKE11platformbyWRD.Themodelwasfinetunedbyiteratinganumberoftimeswithhistoricaldatasothattheinputvariableinitializationisfinetunedbyreengineeringsomeoftheoutputasinputvariables.Itwasonlyafter6iterationsonhistoricaldatasetthatthemodelwascalibratedtomeaningfulaccuracy.ThemodelwasfurtherimprovedbydividingtheriverintosevenreacheshavingdifferentManning’sNvaluesascomparedtothetraditionalthreereacheswithdifferentNvalues.ThusbyplayingwiththeManning’sNvaluesandrunninganumberofiterationstheautomatedfloodforecastpredictionaccuracywasenhancedtoaround97.7%onthesamedatasetasusedinmanualfloodforecasting,asignificantimprovementfromthepresentmanualsysteminBagmatiRiverBasininNorthBihar.ItisexpectedtoyieldevenbetteraccuracyasthemodeliscalibratedwithrealtimedatainfutureastheWRDisintheprocessofinstallingtheRealTimeDataAcquisitionSystem(RTDAS)intheBagmatianditstributaries.KeywordsMIKE11,DHI,WRD,GoB,RTDAS,CWC,MoWR,GoI,Manualfloodforecasting,Automatedfloodforecasting,Floodforecastingaccuracy,GIS,RemoteSensing,ModelingandSimulation.

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Session F2: Hydrology

Using SWAT Module in the Design of Submerged Weir on Narrow RiversHaving High Flood DischargeNarendraKumarTiwary ,MurliDharSingh ,SanjayKumarSrivastava ,GovindPrasad1. Professor,Research,ArpandPim,WaterandLandManagementInstitute(walmi),Patna,bihar,India.2. Professor,EnvironmentandDrainage,WaterandLandManagementInstitute(walmi),Patna,bihar,India.3. Reader,FloodManagement,WaterandLandManagementInstitute(walmi),Patna,bihar,India.4. AssistantProfessor,FloodManagement,WaterandLandManagementInstitute(walmi),Patna,bihar,India.Email:[email protected](correspondingauthor)

AbstractWeirisadiversionstructurebuiltacrossariverfordiversionofwaterforirrigationpurposes.Forhydraulicdesignofweir,scourdepthisdeterminedusingthedischargeintensityformula.Incaseofnarrowriverswithhighdesigndischarge,thedischargeintensitybecomesverylargeandconsequentlythedepthofsheetpilesbecomehugewhenbasedonconventionalstandardsguidelinesoftheBureauofIndianStandards(BIS).Itmakesthedesignofcutoffeconomicallynotviable.EspeciallywhenthecommandissmalltheB/Cratiobecomesadverse.Moreovercontainingthefloodsbetweentheaffluxembankmentsisnotadvisable.AninnovationwiththeSWATfloodroutingmodulecanbemadeforcalculatingthedischargeintensityandscourdepthandforpassingthemaximumflooddischargesafely.SWATassumeswidthofriverinfloodplainstobe5timesthewidthofriver.Asubmergedweir(Pantit)onriverPunpuninBihar,Indiahasbeendesignedfordepthofsheetpile,whichwasdeterminedusingtheSWATconcepts.Thedepthofsheetpilessodeterminedwasfoundtechno-economicallyfeasible.AccordinglysuitableamendmentsintheBISCodeofPracticefordesignofsubmergedweirarebeingrecommended.

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Session F2: Hydrology

A Web Based Interface for Distributed Short-Term Pollution PotentialForecast: Coupling SWAT with the Global Forecast System ModelAndrewSommerlot ,MogesBerbero ,DanielFuka ,ZacharyEaston1. PhDCandidate,VirginiaTech.2. PhD,Candidate,VirginiaTech.3. PostDoc,VirginiaTech.4. AssistantProfessor,VirginiaTech.Email:[email protected](correspondingauthor)

AbstractNon-pointsource(NPS)pollutionfromagriculturalactivityisamajorsourceofsurfacewaterqualityimpairmentintheChesapeakeBayregion.Surfacehydrologyinthisareaishighlyvariableovershorttimeperiodsandcreatesareaswithwidelyfluctuatingspatialandtemporalpollutionpotential.Theinfluenceofthesevariablesourceareas(VSA)isnotcapturedbylong-termquantificationmethodsaimedatinformingagriculturalmanagementdecisionstoreduceNPSpollution.TheF-SWATframeworkhasshownpotentialinprovidingdistributedhydrologicforecastsatthenecessaryspatialandtemporalresolutiontopredictthepollutionpotentialofVSAs.However,themethodsaimedatdeliveringthisinformationtousersisnotaccessiblewhenlimitedtosoftwareandtechnologythatrequirestimeandtrainingtouse.Aprototypeofaweb-basedinterfacedisplayingdistributedhydrologicforecastsisintroducedinthisstudy.Thegoalofthisinterfaceittoprovideeasilyaccessible,real-timepollutionpotentialforecastmapsthatprovideusersameanstoavoidhigh-riskareaswhenplanningagriculturalpractices.Theprototypeforecastsystemconsistsoftwomajorcomponents:thefrontandbackend.Thefrontendoftheforecastsystemcomposestheweb-baseduserinterfacetodisplaytheforecastmaps.Thebackendofthesystemautomaticallycollectsweatherforecastsinrealtimeandcomputessurfacehydrologyoutputrastersusingdistributedwatershedmodeling.WebbasedtoolsliketheprototypeintroducedinthisstudycouldfillagapintheefforttominimizeNPSpollutionfromagriculturallands.

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Session F2: Hydrology

Stream flow Responses to distributed inputs of soil and land use under achanging climate: SWAT model reconceptualization.GebiawTeshomeAyele ,SolomonSeyoumDemissie ,JaehakJeong ,SeifuAdmassuTilahun1. Lecturer:BahirDarUniversityDepartmentofhyrdologyandWaterresources.ResearcheratBlueNileWaterInstitute..Email:[email protected](correspondingauthor)2. AssistantProfessor.PostdoctoralScholar,UniversityofCaliforniaatLosAngeles(UCLA)DepartmentofCivilandEnvironmentalEngineering..3. BlacklandResearch&ExtensionCenter,TexasA&MAgriLifeResearch,DepartmentofBiologicalandAgriculturalEngineering,TexasA&MUniversity..4. AssistantProfessor(Dr.):Director:CornelBahirDarPhDprogramintheSchoolofCivilandWaterResourceEngineering,BahirDarInstituteofTechnology,BahirDarUniversity,BahirDar,Ethiopia..

AbstractAbstract:Inthisresearch,TheGIS(GeographicInformationSystem)interfaceoperationalmodel,SWAT(soilandWaterAssessmentTool)iscodedandrunfortwoseparatecases;fortheNaturalResourceConservationService’sCurveNumber(CN)methodofrunoffestimationandforthetopographicindexconceptofpredictingandsimulatingthespatio-temporaldynamiclocationsofvariablesourcearea(VSA)dominantlandscapeswithtopographicwetnessindexre-definedHRUs(HydrologicResponseUnit).FiftyyearsLanduse/covermapandcurrentsoilmapoftheareaispreparedwithfieldsoilsurveyandlaboratoryanalysisfor32soilsamplepits,descriptionaugers,and125soilsamplelayers.Fivelanduseclassesandsevensoiltypesareidentifiedandcodedtothemodelasprimaryspace-timedatasetstobetterphysicalconceptualization.Themodelisthencalibratedandvalidatedoverthegaugedlowerreachofthestudywatershed,BatenaandscenarioseriesisdevelopedforfuturelanduseandRCM(RegionalClimateModel)forfutureclimatetoestimaterainfallrun-offresponseinpastandfuturetimestamps.ModelStreamflowpredictionsisbetterwithre-conceptualizationofSWATtoSWAT-VSAthanSWAT-CN[overallNash–Sutcliffeefficiencies(NSE)of0·68and0·54,respectively].TheR (coefficientofdetermination)forthecatchmentvarybetween0.5to0.76(VSA)duringcalibrationand0.55to0.73duringvalidation.Tobetterunderstandtheefffectofspatialydistributedinputsofsoilandlanduseonthestreamflowresponceofthearea;theSWATmodelwasrunwithdifferentscenarios;withFAO-UNESCOcoarsegridresolutionsoilmapandfinescalefieldsurveyedsoilmapwithallthemodeldatainputs.Thehydrographfitbetweentheestimatedandobservedflowseriesisalsoadequatelyrepresented.Keywordsfieldsoilsurvey,curvenumber,variablesourcearea,swatmodel,streamflow,climatechange,FAOcoarsegridsoil.

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Session F3: Model Development

C-SWAT: An Easy Way to Save SWAT Computational Time by ConsolidatingInput FilesHawYen ,MehdiAhmadi ,MichaelWhite ,XiuyingWang ,JeffreyArnold1. AssistantResearchScientist,TexasA&MUniversity.Email:[email protected](correspondingauthor)2. PostdoctoralFellow,ColoradoStateUniversity.3. AgriculturalEngineering,USDA-ARS.4. ResearchScientist,TexasA&MUniversity.5. AgriculturalEngineer,USDA-ARS.

AbstractInthepasttwodecades,theSoilandWaterAssessmentTool(SWAT)hasbeenbroadlyappliedontopicsrelatedtogeneralwaterresourcesandenvironmentalengineering.BytheaidofSWAT,scientificallycredibleevaluationscanbeprovidedtoenhancethequalityofrelevantdecisionmakingprocedure.Meanwhile,predictionsofcomplexhydrologicandnutrientprocessescannotbeperformedwithoutrequiringconsiderablylargeamountofinputdata.InSWATapplications,modelinputsarestoredinbothsubbasinandHydrologicResponsesUnits(HRUs)levels.Computationaltimeincreasessubstantiallyalongwiththenumberofinputfileswhichcouldbeamajorconcernonlarge-scalemodelimplementations.Toalleviatethecomputationalburdencausedbyopen/read/closeinputfiles,theConsolidatedSWAT(C-SWAT)wasdevelopedtoaggregatesubbasinandHRUlevelinformationinto13majorfiles.AcasestudyintheLittleWashitaRiverBasin(611km )wasconductedinwhich30%ofcomputationalruntimewasreduced.TheconceptofC-SWATiseasytotransferwhereasfutureuserscanimplementthesamestructureonotherSWATrevisions.KeywordsSWAT;ConsolidatedInputs;Calibration;Parallelprocessing;Shuffledcomplexevolution

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Session F3: Model Development

SWAT-GHG: a Mechanistic Greenhouse Gas Sub-model for SWATMogesBerbero ,AndrewSommerlot ,DanielFuka ,MartinDavis ,EmilyBock ,ZacharyEaston1. PhDCandidate,VirginiaTech.2. PhD,Candidate,VirginiaTech.3. PostDoc,VirginiaTech.4. MSStudent,VirginiaTech.5. PhD,Candidate,VirginiaTech.6. AssistantProfessor,VirginiaTech.Email:[email protected](correspondingauthor)AbstractTheimpactofclimatechangeandvariabilityonnutrientcyclinginagroecosystems,particularlythenitrogencycle,ishighlyuncertain.Ofparticularinterestistheimpactofclimatechangeongreenhousegas(GHG)emissionsfromagroecosystems,particularlynitrousoxide(N O,apowerfulGHG),whichiscontrolledbyseveralprocesses;namelysoiltemperature,soilmoistureandsoilcarbonlevelslikelytobeinfluencedbyclimatechange.TodeterminetheimpactofclimatechangeontheseprocessesandtoquantifyN Oemissionatboththefieldandwatershedscales,wedevelopanewmoremechanisticGHGsub-modelforSWAT.Wesynthesizedpreviousresearchtodevelopthenewsub-modeltopredictN Oemissionfromagriculturalwatersheds.Thenewsub-modelincorporatestheabilitytopredictN Oemissions(andimproveN prediction)bycouplingtheCandNcycleswithsoilmoisture,pHandtemperatureinSWAT.Thenewsub-modelinvolvesatwo-partaddition:first,wedevelopedasetofequationstomodelthetotaldenitrificationrate(N +N O)byusingreductionfunctions,andthen,partitionedN fromN Obyusingaratiomethod.ThenewN Osub-modelwastestedusingdatafromtheGRACEnetdatabaseintwolocations;1.CentralPennsylvania,and2EasternKentucky,byparameterizingthemodelwiththeplotlevelmeasurementsofsoilC,N,andpHasinitialconditions.ResultsshowedsignificantcorrelationsbetweenplotlevelmeasurementsofN OfluxandnewSWATmodelN Opredictions.Furthermore,modelresultssuggestthatN OemissionsareparticularlysensitivetopH,soiltemperatureandsoilmoisturelevels.ThisnewGHGmodelcanbeusedtoassesstheimpactsofmanagementpracticessuchastillage,drainagewatermanagement,nutrientmanagementandsoilamendments,inadditiontotheimpactofclimatechangeonN Oemissions.

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Session F3: Model Development

TopoSWAT: An ArcPy Toolbox to Improve the Spatial Representation of SoilProperties and Hydrology Using Topographically Derived Initialization

ProcessesZacharyEaston ,AmyCollick ,PeterKleinman ,DarenHarmel ,MogesBerbero ,AndrewSommerlot ,Daniel`Auerbach ,DanielFuka1. AssistantProfessor,VirginiaTech.Email:[email protected](correspondingauthor)2. ResearchHydrologistUSDA-ARS,PSWMRU.3. ResearchLeader,USDA-ARSPSWMRU.4. SoilScientist,USDA-ARS.5. GraduateStudent,VirginiaTech.6. GraduateStudent,VirginiaTech.7. PostDocEPA.8. PostDoc,VirginiaTech.AbstractTopographyexertscriticalcontrolsonmanyhydrologic,geomorphologic,andenvironmentalprocesses.Unfortunatelymanywatershedmodelingsystemsusetopographyonlytodefinebasinboundariesandstreamchannelsanddonotexplicitlyaccountforthetopographiccontrolsonprocessessuchassoilgenesis,soilmoisturedistribution,nutrientcyclingandhydrologicalresponse.WedevelopanddemonstrateanArcpytoolboxforArcSWATthatusestopographytospatiallyadjustsoilmorphologicalandsoilhydrologicalattributes[soiltexture,depthtotheC-horizon,saturatedconductivity,bulkdensity,porosity,andthefieldcapacitiesat33kpa(~fieldcapacity)and1500kpa(~wiltingpoint)tensions].Wedemonstratethenewinitializationprocedureandtheensuingimprovedmodelperformanceinthreehydrologicallydissimilarwatersheds:oneintheheavilyglaciatednortheastUS,whichexhibitsclassicvariablesourcearea(VSA)hydrologicresponses;oneintheMid-AtlanticUS,whichhasbothVSAandHortonianhydrology;andoneinTexas,whichdisplaysclassicHortonianhydrology.Thetopographicallyderivedinitializationprocedureexhibitedsignificantcorrelationswithdistributed(fieldlevel)measurementsofsoilmoisture,runoffgenerationandsoilproperties,andimprovedestimatesofbaseflow.This,inturn,resultedinimprovedpredictionsoffieldlevelcontaminanttransport,particularlyforphosphorus.Theseresultsindicatethatadjustingmodelparametersbasedontopography(usingaprioridistributions)canresultinmoreaccuratesoilcharacterizationand,inimprovemodelperformanceatthefieldscale.

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Session F3: Model Development

TauRkSWAT: An Operating System Independent SWAT Model WatershedInitialization InterfaceDanielFuka ,DanielAuerbach ,BrianBucahanan ,AmyCollick ,PeterKleinman ,MogesBerbero ,AndrewSommerlot ,ZacharyEaston1. PostDoc,VirginiaTech.Email:[email protected](correspondingauthor)2. PostDoc,EPA.3. PostDoc,CornellUniversity.4. Hydrologist,PSWMRU,USDA-ARS.5. ResearchLeader,PSWMRU,USDA-ARS.6. PhDCandidate,VirginiaTech.7. PhDCandidate,VirginiaTech.8. AssistantProfessor,VirginiaTech.

AbstractGISbasedinterfaces,predominantlylimitedtoMicrosoftWindowsplatforms(e.g.,ArcSWAT,MWSWATandQSWAT),ormorecomplexUnix/Linuxbasedinterfaces(e.g.,GRASS),havebeencreatedtoperformwatershedinitializations.Noneoftheseinterfacesqualifyasoperatingsystemindependentandsimpletoinstallanduse.Thus,thereisgrowingdemandforsimpler(andopensource)approachestoinitializeSWAT,especiallysincewatershedmodelingprojectsareincreasinglyneededinscientificfieldsthathavelessgeoprocessingexperience.TauRkSWATisanewwatershedinitializationinterfaceprojectfortheSoilandWaterAssessmentTool(SWAT)model.TauRkSWATisoperatingsystemindependent,topographicallyinformed,andisdirectlyintegratedintothepowerfulR(geo)statistallanguage,withsinglecommandlineinstallationusingthecentralizedCRANrepositoriesonanycomputerwithRandGDALprogramsinstalled.AnaddedbenefitofTauRkSWATisthatitiseasilycoupledwithpowerfulRoptimizationroutines(e.g,DE-Optim),statisticalanalysislibraries,andplottingfunctionality.TauRkSWATintegratesthebenefitsofthestandardinitializationsoftwarewiththegrowingRcommunity,thusfurtherreducingthebarrierstoemployingtheSWATmodelacrossanever-growingnumberofscientificfields.

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Session G1: Poster

Twentieth century agricultural drainage creates more erosive riversShawnSchottler ,JasonUlrich ,PatrickBelmont ,RichardMoore ,J.WesleyLauer ,DanielEngstrom ,JamesAlmendinger1. Seniorscientist,St.CroixWatershedResearchStation.Email:[email protected](correspondingauthor)2. ResearchAssociate,Dept.ofBiosystemsandBioproducts,Univ.ofMinnesota.3. Dept.ofWatershedScience,UtahStateUniv..4. WaterResroucesCenter,MinnesotaStateUniv..5. Dept.ofCivilandEnvironmentalEngineering,SeattleUniv..6. Directory,St.CroixWatershedResearchStation.7. Seniorscientist,St.CroixWatershedResearchStation.AbstractRiversinwatershedsdominatedbyagriculturethroughouttheUSareimpairedbyexcesssediment,asignificantportionofwhichcomesfromnon-field,near-channelsources.Bothland-useandclimatehavebeenimplicatedinalteringriverflowsandtherebyincreasingstream-channelerosionandsedimentloading.Inthewetland-richlandscapesoftheupperMississippibasin,twentiethcenturycropconversionshaveleadtoanintensificationofartificialdrainage,whichisnowacriticalcomponentofmodernagriculture.Atthesametime,muchoftheregionhasexperiencedincreasedannualrainfall.Uncertaintyinseparatingthesedriversofstreamflowfuelsdebatebetweenagriculturalandenvironmentalinterestsonresponsibilityandsolutionsforexcessriverinesediment.Todisentangletheeffectsofclimateandland-usewecomparedchangesinprecipitation,cropconversions,andextentofdraineddepressionalareain21Minnesotawatershedsoverthepast70years.Watershedswithlargeland-usechangeshadincreasesinseasonalandannualwateryieldsof>50%since1940.Onaverage,changesinprecipitationandcropevapotranspirationexplainedlessthanone-halfoftheincrease,withtheremainderhighlycorrelatedwithartificialdrainageandlossofdepressionalareas.Riverswithincreasedflowhaveexperiencedchannelwideningof10-40%highlightingasourceofsedimentseldomaddressedbyagriculturalbestmanagementpractices.

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Session G1: Poster

Modeling Corn Crop Yields in High Water Table Conditions using SWATModelRohithGali ,StephanieHerbstritt ,CarolineWade,DanPerkins1. ProjectEngineer.Email:[email protected](correspondingauthor)2. StaffEngineer.3. HydrologistandManager.

AbstractAdequatesoilwaterisessentialforplantgrowthandnutrienttransporttoplants,butexcesssoilwaterinrootzonehasbeenshowntoaffectcropyields.Subsurfacetiledrainagesystemsaretypicallyimplementedinpoorlydrainedsoilstoremoveexcesswaterintherootzoneandtoimprovetrafficabilityandcropyield.SubsurfacetiledrainsareawidespreadpracticeinMidwestU.S.,transformingpoorlydrainedsoilsunsuitableforagriculturalproductionintohighlyproductivefarmlands.Highintensity,shortdurationrainfalleventsonpoorlydrainedsoilsresultsinhighwatertableconditionsortemporaryfloodingevenwithsubsurfacetiledrainsystem.Thisexcesssoilwaterforprolongedperiodscanresultinreducedcropyields,especiallyforcorn.ThisstudyfocusesonmodelingcropyieldsintheMidwesternpoorlydrainedsoilsunderhighwatertableconditionsusingSWATmodel.HighintensityspringrainfalleventsincentralILin2015duringearlyvegetativestageofcropcanhavesevereimpactonannualcropyield.Studieshaveidentifiedexcesssoilwatereffectsatvariousstagesofcorngrowthonyieldsusinga30-daysoilexcesswater(SEW )stressfactoranddevelopedregressionequationsforrelativeyieldforcorn.CurrentSWATroutinesdoesn’tsimulatenegativeeffectsofhighwatertablesoncropyield;therefore,amethodology/algorithmneedstobedevelopedformodelingcropgrowthunderhighwatertableconditions.Thisprojectfocusesonamethodtotracksoilwatertable,aerationstress,cropstagesofdevelopment,andSEW stressfactorstomodeltheoverallcropyieldinhighwatertableconditionsinSWATmodel.Keywordscropyields.SWAT,watertable,tiledrain

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Session G1: Poster

Evaluating Water Quality Impact of Grassland EstablishmentJiyeongHong ,LaurentAhiablame ,KyoungJaeLim1. MSstudent,DepartmentofAgriculturalEngineering,SouthDakotaStateUniversity,Brookings.Email:[email protected](correspondingauthor)2. AssistantProfessor,DepartmentofAgriculturalEngineering,SouthDakotaStateUniversity,Brookings.3. Professor,DepartmentofRegionalInfrastructureEngineering,KangwonNationalUniversity,Chuncheon,SouthKorea.AbstractGrasslandisavaluablenaturalresourcewithmanyenvironmentalbenefitssuchasreducingsoilerosion,increasingcarbonsequestration,providingwildlifehabitat,andimprovingwaterquality.ThisstudyaimstoinvestigatewaterqualityimplicationsofgrasslandestablishmentinagrassdominatedwatershedinSouthDakota.Thespecificobjectivesareto(1)quantifytheimpactsoftimevariantgrasslandchangeonwaterquality;and(2)determinetheoptimumlocationofgrasslandestablishmentforwaterqualityconservationinawatershed.TheSoilandWaterAssessmentTool(SWAT)willbeusedtoevaluate“whatis”scenariosforsediment,NO ,andTP,aswellashydrology(e.g.runoff,ET,soilmoisture,andwateryield),intheBadRiverwatershednearFortPierre,SouthDakota.Thewatershedhasmorethan80%ofgrasslandand14%ofagriculturallanduse.Keywordslandmanagement,modeling,SWAT,SouthDakota

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Session G1: Poster

SWAT Evaluation for Best Management Practices in Highland AgriculturalCatchment of South KoreaSunSookJang ,SoRaAhn ,ChungGilJung ,JiWanLee ,SeongJoonKim1. KonkukUniversity.2. KonkukUniversity.3. KonkukUniversity.4. KonkukUniversity.5. KonkukUniversity.Email:[email protected](correspondingauthor)

AbstractThisstudyistoevaluatethenonpointsource(NPS)pollutiondischargesfromHaeanhighlandagriculturalcatchment(62.8km2)usingSWAT(SoilandWaterAssessmentTool).ThecatchmentisoneoftheseveralsmallcatchmentswithinSoyangwatershedandnowexportssomeoftheworldhighestrecordedlevelsfortotalnitrogen(T-N)andtotalphosphorus(T-P)toSoyanglake.ThehighlevelsofT-Nprovideforhighpotentialalgalthereductionratioofthe30%reductiontothestreamwashigherthanthatofthe10%reductiontothestream.Growth,algalbloomsandeutrophicationinresponsetomonsoon-rain-basedpulsesofT-P.TheSWATwascalibrated(2009~2010)andvalidated(2011)usingdailyobservedstreamflow,sediment,T-N,andT-Pdataatthreelocationsofthecatchment.TheaverageNashandSutcliffemodelefficiencyforstreamflowwas0.69andthedeterminationcoefficientforSS,T-N,andT-Pwere0.73,0.61,and0.78respectively.AsthereductionwaysfortheNPSdischargesfromthewatershed,especiallythebestmanagementpractices(BMPs)offertilizerapplicationcontrolandfilterstripinstallationwerediscussedforsustainableecosystemserviceofhighlandagriculture.AcknowledgementThisresearchwassupportedbyagrant(14AWMP-B082564-01)fromAdvancedWaterManagementResearchProgramfundedbyMinistryofLand,InfrastructureandTransportofKoreangovernment.KeywordsSWAT,Highlandagriculture,Haeanwatershed,BMPs,Non-pointSourcePollution

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Session G1: Poster

Modeling fate and transport of nutrients from onsite wastewatertreatment systemTewodrosAssefa ,ManojJha ,SushamaPradhan1. GraduateStudent.2. AssistantProfessor.Email:[email protected](correspondingauthor)3. EnvironmentalSeniorSpecialist.

AbstractFailingonsitewastewatertreatmentsystems(OWTS)canpotentiallycontributeexcessivenutrientloadingstosurfacewater.Duetothecomplexinteractionofpollutantswithhydro-geo-bioenvironment,itisdifficulttoestimateand/ormonitortheimpactatwatershedscale.Thisstudyusesamodelingapproachtoquantifytheimpactlocally,andscaletheimpacttotheregionallevelforimplicationstostreamwaterquality.Acomprehensivewatershedmodel,SoilandWaterAssessmentTool(SWAT),capableofsimulatingOWTSbiozoneprocesses,wasappliedtotheLickCreekWatershedinNorthCarolinafortheassessmentandquantificationofOWTS’snutrientcontributiontoFallsLake.Inthiswatershed,about85percentofthehousingunitsusesOWTS.Amodelingsetupwasconstructedusingtopography,landuseandsepticsystem,soilcharacteristicsandclimatedatasets.Modelcalibrationvalidationisbeingconductedusingfieldbaseddataonflowandnutrients,andsurveydataonexistingOWTsystems.Theresultwillassistlocalgovernmentsindecisionmakingfornutrientmanagementstrategies.KeywordsSepticsystems,nutrienttransport,SWATmodeling

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Session G1: Poster

Estimation of Regional Calibration of Hargreaves Equation for ActualEvapotranspiration using SWAT Simulated Results in the Mixed Forest

WatershedChungGilJung ,SoRaAhn ,JiWanLee ,SeongJoonKim1. KonkukUniversity.2. KonkukUniversity.3. KonkukUniversity.4. KonkukUniversity.Email:[email protected](correspondingauthor)AbstractTheHargreavesequationprovidesreferenceevapotranspiration(ETo)estimateswhenonlyairtemperaturedataareavailable,althoughitrequirespreviouslocalcalibrationforacceptableperformance.ThisequationhasbeenevaluatedinSouthKoreausingdatafrom74meteorologicalstations,comparingdailyestimatesagainstthosefromthePenmanMonteith(PM)equation,whichwasusedasstandard.Thisstudyistoevaluateevapotranspirationmethods(PM,HargreavesandregionalcalibrationofHargreaves)ofSWATmodelbycomparingwiththemeasuredactualevapotranspirationdatainSeolma-cheonwatershed(8.48km2).Byusing2007dailystreamflowatthewatershedoutlet,3monthsdailyevapotranspirationdatameasuredatmixedforest,theSWATmodelwascalibrated.Themodelwasvalidatedwith2008streamflow,evapotranspirationand4years(2003-2006)streamflow.TheaverageNash–Sutcliffemodelefficiencyofstreamflowduringvalidationwas0.76andthecoefficientofdetermination(R2)ofwas0.78.TheregionalcalibrationofHargreaves(AHC)willbecontributedforabetterunderstandingofevapotranspirationanungaugedcatchmentinareaswheremeteorologicalinformationisscarce.AcknowledgementThisresearchwassupportedbyaGrant(11-TIC06)fromAdvancedWaterManagementResearchProgramfundedbyMinistryofLand,InfrastructureandTransportofKoreangovernment.KeywordsSWAT,Evapotranspiration,Hargreavesequation,Fluxdata

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Session G1: Poster

Simulation of surface runoff and soil erosion in small watersheds inNorthern Ethiopia - application and verification of the SWAT modelAndreasKlik ,RomanSchiffer ,StefanStrohmeier ,FerasZiadat ,RaghvanSrinivasan1. UniversityofNaturalResourcesandLifeSciencesVienna(BOKU),Austria.Email:[email protected](correspondingauthor)2. UniversityofNaturalResourcesandLifeSciencesVienna(BOKU),Austria.3. InternationalCenterforAgriculturalResearchintheDraAreas(ICARDA);Jordan.4. FoodandAgricultureOrganization(FAO),Rome,Italy.5. TexasA&MUniversity,CollegeStation,USA.

AbstractDegradationofarablelandisamajorissueintheEthiopianHighlands.Deforestationleadstoongoingsoilerosionduringtherainyseasonandthusthehydrologyofawatershedchangesashigherosionratesanddensegullynetworkscauseadirectdrainageofrainwaterusableforcropproduction.Theapplicationofhydrologicalmodelscanprovidealinkbetweenlocalwatershedcharacteristicsandthegenerationofrunoffandsedimentlossinthewatershed.Furthermore,theyenabletheimpactassessmentofsoilconservationmeasuresontheseprocesses.ObjectiveofthisstudywastoapplytheSWATmodeltotwosmallagriculturalusedwatershedsinNorthernEthiopiatoassesstheimpactofsoilconservationmeasuresonsurfacerunoffandsoilerosion.Thewatershedsaretwosmallsub-watershedsoftheGumara-Maksegnitwatershed.Theyarelocatedclosetoeachotherwithanareaof31and41ha,respectively.80%oftheareaissteeperthan10%.Inonewatershedsoilconservationmeasures(stonebundsandtrenches)wereimplementedin2011whereastheotherwatershedisuntreated.Meanannualpreciptationisabout1200mmfromwhich90%rainsbetweenJuneandSeptember.Soiltexturesrangefromclayloamtoclay.Landuseofbothwatershedsissimilarwithappr.70%ofagriculturallandand30%ofgrasslandandopenshrubland.Maincropsgrownaresorghum,teff,fababean,barley,wheatandchickpea.Since2011,anautomaticweatherstationaswellasweirsareinstalledinbothwatershedstomeasurerunoff.Foreacherosiveeventmanualsamplesaretakeninadditiontoaturbiditysensortomonitorsedimentyield.Soilandlandsurveywascarriedouttoderiveasoilmapandadigitalelevationmodel.Asitespecificcroprotationwasassumed.TheSWATmodelcalibrationwasperformedwithmeasureddatafrom2012.Theresultsforrunoffaswellassedimentyieldshowacceptabletosatisfyingperformance.TheNash-Sutcliffeefficiencyforsurfacerunoffis0.54fortheuntreatedand0.24forthetreatedwatershed.KeywordsSWATmodel,Ethiopia,soilerosion,surfacerunoff,watershed

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Session G1: Poster

Assessment of Forest Type and Future Climate Change Impacts onStreamflow in Small CatchmentJiWanLee ,SoRaAhn ,SunSookJang ,SeongJoonKim1. KonkukUniversity.2. KonkukUniversity.3. KonkukUniversity.4. KonkukUniversity.Email:[email protected](correspondingauthor)

AbstractThisstudyistoevaluatetheimpactbetweenagriculturalactivityandforestrestorationofpresentagriculturalareasonstreamflowunderthefutureclimatechangescenarios.TheSWAT(SoilandWaterAssessmentTool)wasappliedfora1.17km2typicalsmallcatchmentof83.3%forestareas.Beforeevaluation,theSWATwascalibratedandvalidatedusing2years(2011-2012)and1year(2013)dailystreamflowdataatthecatchmentoutlet.TheaverageNashandSutcliffemodelefficiencyandthedeterminationcoefficientwere0.70and0.57respectively.Theannualstreamflowsbytheforesttypeofconiferous,deciduous,andmixedforestforthewholewatershedshowed13.31,1.50,and2.29mmchangesunderthehistorical30yearssimulation(1976-2005).ByapplyingtheHadGEM3-RARCP(RepresentativeConcentrationPathway)climatechangescenarios,thefuturestreamflowsforconiferous,deciduous,andmixedforestrestorationshowed13.36,3.01,and0.11mmchangesin2040s(2020-2059)RCP4.5scenarioand13.16,4.04,and0.18mmchangesin2080s(2060-2099)RCP8.5scenariorespectively.AcknowledgementsThisresearchwassupportedbyagrant(14AWMP-B082564-01)fromAdvancedWaterManagementResearchProgramfundedbyMinistryofLand,InfrastructureandTransportofKoreangovernment.KeywordsSWAT,Smallcatchment,Foresttype,Landusechange,RCP,ClimateChange

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Session G1: Poster

Comparison of Spatial Evapotranspiration between SEBAL and SWAT byCalibrating with the Eddy Flux measured ETYongGwanLee ,SoRaAhn ,ChungGilJung ,SeongJoonKim1. KonkukUniversity.2. KonkukUniversity.3. KonkukUniversity.4. KonkukUniversity.Email:[email protected](correspondingauthor)

AbstractThepurposeofthispaperistobuildaspatio-temporalevapotranspiration(ET)estimationmodelusingTerraMODISsatelliteimageandbycalibratingwiththefluxtowerETdatafromwatershed.ThefundamentalsofspatialETmodel,SurfaceEnergyBalanceAlgorithmforLand(SEBAL)andSoilandWaterAssessmentTool(SWAT)wereadoptedandmodifiedtoestimatethedailyETofYongdamDamwatershedinSouthKorea.ThedailyNormalizedDistributionVegetationIndex(NDVI),Albedo,andLandSurfaceTemperature(LST)fromMODISandthegroundmeasuredwindspeedandsolarradiationdatawerepreparedfor2years(2012-2013).TheSEBALwascalibratedwiththeforestETmeasuredbyDeokyusanfluxtowerinthestudywatershed.TheSEBALETandSWATETwerecalibratedwithcoefficientofdetermination0.52and0.42,respectively.Duringtheperiod,MeanETofSEBALwas0.91mm/dayrangingfrom0to5.88mm/daywhileSWATETwas0.92mm/dayrangingfrom0to3.60mm/day.TheSEBALsurfaceroughnessfactoraffectedtheoverestimationofET.ThespatialETreflectedthegeographicalcharacteristicsshowingtheEToflowlandareaswashigherthanthehighlandET.AcknowledgementThisresearchwassupportedbyaGrant(11-TIC06)fromAdvancedWaterManagementResearchProgramfundedbyMinistryofLand,InfrastructureandTransportofKoreangovernment.KeywordsFluxTower,SEBAL,SWAT,SpatialEvapotranspiration,TerraMODIS

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Session G1: Poster

Impact of Drought on freshwater provisioning ecosystem services in theUpper Mississippi River BasinPingli ,NinaOmani ,IndrajeetChaubey ,XiaomeiWei1. VisitingScholar,CollegeofWaterResourcesandArchitecturalEngineering,NorthwestA&FUniversity,23WeihuiRoad,Yangling,Shaanxi712100,China;DepartmentofEarth,Atmospheric,andPlanetarySciences,PurdueUniversity,550StadiumMallDrive,WestLafayette,Indiana47907,USA.2. Postdoctor,DepartmentofEarth,Atmospheric,andPlanetarySciences,PurdueUniversity,550StadiumMallDrive,WestLafayette,Indiana47907,USA.3. Professorandhead,DepartmentofEarth,Atmospheric,andPlanetarySciences,PurdueUniversity,550StadiumMallDrive,WestLafayette,Indiana47907,USA;DepartmentofAgricultureandBiologicalEngineering,PurdueUniversity,225SouthUniversityStreet,WestLafayette,Indiana47907,USA.Email:[email protected](correspondingauthor)4. Professor,CollegeofWaterResourcesandArchitecturalEngineering,NorthwestA&FUniversity,23WeihuiRoad,Yangling,Shaanxi712100,China.

AbstractEcosystemservicesarethebenefitsthathumansderivefromecosystems.Impactedbyclimatechangeandvariability,andlandusemanagement,ecosystemserviceshavebeenalteredglobally.Droughteventscanpotentiallyhaveconsiderableimpactsonecosystemservices.However,impactsofdroughtonecosystemservicesarepoorlyunderstood.InthisstudywequantifyfreshwaterprovisioningecosystemservicesandevaluatetheeffectsofdroughtonfreshwaterprovisioningecosystemservicesintheUpperMississippiRiverBasin(UMRB).Specifically,theannualfreshwaterprovision(FWP)andfreshwaterprovisionindex(FWPI)arequantifiedforeach4digitHUCwatershedbyusinganindex-basedmethod,basedontheoutputsofSWATmodelintheUMRB.ThenthepastdroughteventsinthebasinareanalyzedthroughcalculatingannualStandardPrecipitationIndex(SPI)foreach4digitwatershedusingthehistoricalrainfalldatafrom1950to2014.TheannualSPIandFWPformaindroughtyearsarepredictedundertwoprecipitationchangedscenariosandabaselinescenarioinordertoanalyzetheimpactofdroughtonFWP.TheFWP(FWPI)calculationresultswillhelppeopleinitiallyunderstandaboutthecurrentstatusoffreshwaterprovisioningecosystemservices.DroughtwouldbeanimportantclimatefactoraffectingtheFWP.ThisstudymayprovideinformationthatcanbeusedformakingadvancedlandmanagementdecisionsthatcanprotectthefreshwaterecosystemservicesinUMRB.KeywordsFreshwaterecosystemservices;UpperMississippiRiverBasin;Drought;StandardPrecipitationIndex

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Session G1: Poster

Large scale flood inundation modeling by using SWAT and LISFLOOD-FPZhuLiu ,MohammadAdnanRajib ,VenkateshMerwade ,LiuyingDu1. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity.2. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity.3. AssociateProfessor,LylesSchoolofCivilEngineering,PurdueUniversity.Email:[email protected](correspondingauthor)4. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity.AbstractFloodinundationmapsplayamajorroleincommunicatingtheriskassociatedwithfloods,andduringfloodreliefandrescueoperations.Creatinganaccuratefloodinundationmapsrequiresthesimulationoftheflowconditionbyusingahydraulicmodel.Duetothelimitedavailabilityofmeasuredflowdatafromsparsestreamflowgauges,itisnotnecessarytocreateahighqualityfloodinundationmapforlargeareaswithouttheuseofawatershedhydrologicmodelinconjunctionwithahydraulicmodel.Alooselycoupledhydrologic-hydraulicmodelingframeworkisdevelopedinthisstudybyusingtheSWAThydrologicalmodelandtheLISFLOOD-FPhydraulicmodelforfloodmodelingintheOhioRiverBasin.First,SWATmodeliscalibratedbyusingselectedUSGSstationswithlonghistoricalrecords,andthenthecalibratedmodelisusedtogeneratestreamflowtimeseriesfortheentirestreamnetworkintheOhioRiverBasin.Next,floodinundationmapfortheentirebasinisgeneratedbyusingonlytheUSGSstreamflowgaugingnetworkandthentheSWATgeneratedstreamflow.ResultsshowthatconnectingSWATwithLISFLOOD-FPenablescreationofgoodqualityfloodinundationmapsforallstreamsincludinglowerorderstreamswithoutanystreamflowgauge.TheresultsarevalidatedthroughcomparisonwithFEMAgeneratedfloodinundationmapsatselectedlocationsinthebasin.KeywordsSWAT,LISFLOOD-FP,floodmodeling

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Session G1: Poster

Quantification of blue, green and grey water in the Limpopo River Basin inSouthern Africa using Earth Observation data and SWAT modelEstherMosase ,LaurentAhiablame ,AdnanRajib1. SouthDakotaStateUniversity.Email:[email protected](correspondingauthor)2. SouthDakotaStateUniversity.3. PurdueUniversity.

AbstractAdequatesuppliesofpotablewaterisimportanttosustainagriculture,industryanddomesticuses,particularlyinsemi-aridregionssuchastheLimpopoRiverBasin(LRB),SouthernAfricawherephysicalwaterscarcityisprominent.Effectiveplanningandmanagementofwaterresourcesintheregionarehamperedbyscarcityofdataduetolimitedhydro-meteorologicalstationsthuslimitingsimulationmodellingofwaterresourcesinthewatershed.EarthObservation(EO)datawillbeingested,inlieuofground-baseddata,intotheSoilandWaterAssessmentTool(SWAT)toquantifyavailabilityandchangesinblue,greenandgreywaterfootprintsanddriversforagriculturalanddomesticusesintheLRB.Sincereliablesimulationsareonlypossibleifthehydrologicalmodelissoundlycalibratedandtested,theLRBmodelwillbespatiallycalibratedusingevapotranspiration(ET)datafromMODISandsoilmoisture(SM)fromASMR-Edata.EventhoughcalibrationwithETandSMisselectedduetothelackofreliablestreamflowdatainthewatershed,itisanticipatedthatthisstudywilltestaccuracyofthespatialandmulti-parametercalibrationprocedure.TheoutcomesofthisstudywillnotonlybebeneficialforoperationalandplanningpurposesofwaterresourcesinBotswanaandtheLRB,butwillalsocontinuetodemonstratetheuseofremotelysensedobservationsasviablealternativeinputdataforhydrologicalmodellinginungaugedandpoorlygaugedwatersheds.KeywordsHydrologicmodelling,datascarcity,wateravailability,EarthObservationdata,semi-aridregions,LimpopoRiverBasin

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Session G1: Poster

To bias correct or not to bias correct? Is that really the question?RebeccaMuenich ,MargaretKalcic ,Yu-ChenWang ,DonScavia1. Post-doctoralfellow,GrahamSustainabilityInstitute,UniversityofMichigan.Email:[email protected](correspondingauthor)2. Post-doctoralfellow,GrahamSustainabilityInstitute,UniversityofMichigan.3. Researchassociate,GrahamSustainabilityInstitute,UniversityofMichigan.4. GrahamFamilyProfessorofSustainabilityandDirectoroftheGrahamSustainabilityInstitute,UniversityofMichigan.AbstractUsingfutureclimatedatainSoilandWaterAssessmentTool(SWAT)analysesisacommonpracticeinthepeer-reviewedliterature.IntegratingprojectedclimatedatadirectlyintoSWAT(andotherwatershedmodels)requiresthemodelertomakemanydecisionsthatcouldimpactthemodeloutputs.Amajorityofwatershedmodelerschoosetobiascorrecttheirclimatedata.However,biascorrectingdatacanaltertheinherentphysicalrelationshipsoftheclimatedataitself,notwithstandingthegreatuncertaintyassociatedwithwhichbiascorrectionmethodtochoose.TherestillremainsthequestionofwhetherornotbiascorrectionisappropriateforincorporatingprojectedclimatedataintoSWAT.Outsideofthedecisiontobiascorrectandwhatmethodtochoose,manyotherdecisionsmustbemadebytheSWATmodelertoevaluatetheimpactoffutureclimateincluding:(1)whichclimatemodelstouse(global,regionalstaticallydownscaled,regionaldynamicallydownscaled),(2)usinggriddedclimatemodeloutputsorregriddingclimatemodeloutputtoexistingclimatestations,(3)generatingsolarradiation,relativehumidity,andwindspeedusingthebuilt-inSWATweathergeneratororusingclimatemodeloutputs,and(4)increasingcarbondioxideconcentrationsinSWATornot.DespitethenumberofstudiesthathaveusedprojectedclimatedatainSWAT,fewstudieshavedemonstratedtheuncertaintyinthemultiplechoicesmadebymodelers.ThepurposeofthisworkistoinvestigatethemostcommonapproachesthatSWATmodelersuse,andtodevelopbestpracticesforintegratingfutureclimatedataintoSWAT.Keywordsclimatechange,biascorrection,SWAT,watershedmodeling

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2015 SWAT Conference 77 Purdue University, USA

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Session G1: Poster

Developing an in-stream water quality model for improved simulation ofnutrient dynamics in SWATFemeenaPandaraValappil ,IndrajeetChaubey,NicolaFohrer1. Email:[email protected](correspondingauthor)

AbstractSoilandWaterAssessmentTool(SWAT)isextensivelyusedforsimulatingstreamflowandnutrienttransportinacatchment.In-streamwaterqualitymodellingisacriticalcomponentofthemodelforevaluatingthefateofnutrientsinstreamsandotherwaterbodies.TheSWATincorporatesamodifiedversionofQUAL2E(steady-statewaterqualitymodel)forsimulatingin-streamnutrientdynamics.ManypublishedstudiesinliteraturereportthatwaterqualitysimulationsinSWATcanhavelargedeviationsfromobserveddata.Thiscanbeattributedmajorlytolackofsufficientmeasureddata,uncertaintyininputdata(concerningagriculturalmanagementpracticesandsoilnutrientstatus)aswellasinaccuratesimulationofnutrienttransportprocesses.Furthermore,studieshavesuggestedaneedforrefiningtheQUAL2EalgorithmsinSWATtobetterrepresentthebiogeochemicalprocessesoccurringwithinthestreams.Thiscanimprovethemodelpredictionsofdownstreamnutrientloadswhichisofamajorconcerninstudiesrelatedtowaterqualitysimulations.Preliminaryresultsofthisstudyprovidesacomprehensiveanalysisofcurrentin-streamnutrienttransportalgorithmsinSWATandbringsforthitslimitationsalongwithsuggestionsforpotentialimprovements.AcasestudyonSt.JosephRiverwatershedwascarriedouttosubstantiatethehypothesisthatasimpleexternalnutrienttransportmodelcanreplacethecurrentin-streammodelinSWATwithoutyieldingsignificantchangesinnutrientloadsatthewatershedoutlet.Infuture,itisproposedtodevelopanewin-streamwaterqualitymodelwithdetailedprocessrepresentationofnutrienttransportinstreams.KielstaucatchmentlocatedinNorthernGermanywillbeusedasstudyareafordatacollectionandmodeldevelopment.Additionally,thestudyenvisagestoincorporatetheproposedmodelintoSWATforenhancedestimationofnutrientloadsatmultipletemporalandspatialscales.KeywordsSWAT;In-streamnutrienttransport;Waterqualitymodel

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Session G1: Poster

Evaluation of SWAT Soil Water Content Model Output and SensitivityGarettPignotti ,CibinRaj ,IndrajeetChaubey ,MelbaCrawford1. GraduateStudent,PurdueUniversity.Email:[email protected](correspondingauthor)2. PostdoctoralResearcher,PurdueUniversity.3. Professor,PurdueUniversity.4. Professor,PurdueUniversity.AbstractSoilwatercontentisofgreatinterestinarangeofecohydrologicapplicationsgivenitscrucialroleinamultitudeofenergetic,biogeochemical,climatic,andhydrologicprocessesandcycles.Becauseinsituobservationsofsoilwatercontentarelimitedbycostandspatialcoverage,remotelysensedobservations,modelsimulations,orsomecombinationofbothareoftenutilizedinpredictiveanalysisofecohydrologicsystems.Itisthereforecriticaltocapturetheaccuracyandpracticallimitationsofsuchmodelorremotelysensedestimates.Inparticular,soilwaterdynamicsintheSoilandWaterAssessmentTool(SWAT)modelhavenotbeenextensivelyevaluatedwithrespecttoaccuracynorinteractionwithothermodelvariablesandgoverningequations.Therefore,theobjectivesofthisresearchseekto:1)compareSWATsimulatedsoilwatercontenttoobservedinsituandremotelysensedmeasurementsand2)evaluateSWATmodelsensitivitytosoilwatercontent.ResearchwasconductedattheLittleRiverExperimentalWatershed(LREW)nearTifton,Georgia,where29soilmoisturestationswithmeasurementsat3depthsareemployed.ASWATmodelwascreated,delineatedbasedonseveralstreamgaugelocationswithinLREW.Remotelysensedsoilmoisturedatawasobtainedfromamulti-sensor,active/passivemergedsoilmoisturedataproductfromtheEuropeanSpaceAgency’sEssentialClimateVariable(ECV)program.SimulatedsoilwatercontenttimeseriesfromtheSWATmodelwascomparedtobothmeasuredobservations.Toevaluatespecificmodelresponsetodynamicsoilwatercontent,bothglobalandlocalsensitivitywasassessedforvariousSWAThydrologic,waterquality,andplantgrowthsubroutinesandoutputswhereresultswereexaminedrelativetolanduseandsoilclassifications.ItisexpectedthatresultsfromthisanalysiswillaidinevaluatingtheaccuracyofSWATsimulatedwatercontentaswellasidentifyingpossibleareasformoretargetedandrigorousmodelevaluationorimprovement.Keywordssensitivity;soilwater

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Session G1: Poster

Adopting an Energy Balance Snowmelt Model in Soil and Water AssessmentTool model (SWAT) for Application in Atlantic CanadaJunyuQi ,ShengLi ,ZishengXing ,CharlesP.-A.Bourque ,Fan-RuiMeng1. PhDStudentatUniversityofNewBrunswick.2. ProfessoratAgricultureandAgri-FoodCanada.3. ScientistatAgricultureandAgri-FoodCanada.4. ProfessoratUniversityofNewBrunswick.5. ProfessoratUniversityofNewBrunswick.Email:[email protected](correspondingauthor)

AbstractAsimpleenergybalancesnowmeltmodelwasintegratedwiththeSoilandWaterAssessmentTool(SWAT)andwastestedinasmallagriculturalwatershedinAtlanticCanada.Rain-on-snowinducedsnowmeltwastypicalinmaritimeweatherconditionsandenergybalancesnowmeltmodelwasexpectedtoperformbetterthantemperatureindexmodelduetoitsphysicalconsiderations.Simulationperformancesonflowrateattheoutletofthewatershedwerecomparedbetweenenergybalancemodel(EBM)andtemperatureindexmodel(TIM)withinSWAT.Indefaultscenariowherecalibrationparameterswerenotadjusted,EBMperformedmuchbetterthanTIM.R ,NSandbR valuesofEBMweregreaterthanthoseofTIMbyaverageabout0.19,0.25and0.15,respectivelyfortwoinvestigationperiods(1992-2001and2002-2011).Thus,EBMwasrecommendedinungaugedwatershedswithoutinformationforsnowmeltcalibration.Furthermore,twomodelswerecalibratedin1992-2001periodandvalidatedin2002-2011period.CalibratedEBMstillperformedbetterthancalibratedTIMinbothperiods.R ,NSandbR valuesofEBMweregreaterthanthoseofTIMbyaverageabout0.06,0.07and0.06,respectivelyfortwoperiods.TheimprovementofsnowmeltpredictionaccuracybyEBMoverTIMwasmainlycausebybettersimulationofrain-on-snowevents.TIMseverelyunderestimatedsnowmeltinpre-snowmeltseasonswhensnowmeltmainlyderivedbyrain-on-snowevents.Also,EBMperformedbetterthanorequivalenttoTIMinsnow-meltseasonswhenthemainforceofsnowmeltwassolarradiation.EBMimprovedR by0.12and0.15comparedwithTIMincalibrationandvalidationperiodsonsnowmeltinducedbyrain-on-snowevents,respectively.Inaddition,EBMperformedbetterthanTIMincapturingthesnowdepthvariationinducedbyrain-on-snoweventsatarepresentativeHRUbetweentwomodels.TheresultsofthisstudyvalidatedthattheEBMperformedbetterthanTIMonsnowmeltpredictionespeciallyforrain-on-snowconditions.EBMwasabetteroptionforSWATapplicationinmaritimeareasuchasAtlanticCanada,especiallyinungaugedwatershedsandlong-termsimulationsituations.

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Session G1: Poster

Modifying the Soil Temperature Module in SWAT for Application in AtlanticCanada: Module Development, Validation and Impacts on Watershed

ModellingJunyuQi ,ShengLi ,ZishengXing ,CharlesP.A.Bourque ,Fan-RuiMeng1. PhDStudentatUniversityofNewBrunswick.2. ProfessoratAgricultureandAgri-FoodCanada.3. ScientistatAgricultureandAgri-FoodCanada.4. ProfessoratUniversityofNewBrunswick.5. ProfessoratUniversityofNewBrunswick.Email:[email protected](correspondingauthor)AbstractAccurateestimatesofsoiltemperatureareofparticularimportanceindescribingmanyhydrologicalandbiologicalprocesses.Soil-temperaturepredictionsinthepopularhydrologicalmodel,SoilandWaterAssessmentTool(SWAT),arelargelyincorrectwhenappliedtoregionswithsignificantsnowcoverinwinter.Inthisstudy,anewphysically-basedformulationofsoiltemperatureisdevelopedasanalternativetotheempiricalsoil-temperaturemodulecurrentlyusedinSWAT.Thephysically-basedformulationsimulatessoiltemperatureindifferentsoillayersasaresultofenergytransferamongsttheatmosphere,snow,andsoillayers.Withthenewsoil-temperatureformulation,theonlyadditionalinputsforthemodifiedSWATarethreenewparameters,whichneedtobecalibrated.BoththeoriginalandmodifiedversionsofSWATaretestedagainstfielddatacollectedfromtheBlackBrookWatershed,asmallwatershedinAtlanticCanada.TheresultsindicatethatbothversionsofSWATareabletoprovideacceptablepredictionsoftemperatureindifferentsoillayersduringthenon-winterperiodoftheyear.However,theoriginalSWATseverelyunderestimatessoiltemperaturesinwinter(withinarangeof-10to-20˚C),whilethenewversionproducesresultsthataremoreconsistentwithfield-basedtemperatures(withinarangeof-2to2˚C).Thenewphysically-basedformulationhasgreatlyimprovedtheabilityofSWATtosimulatesnowcoverandinsulationeffects,whichisessentialtotheapplicationofSWATinareaslikeAtlanticCanada,wherethegroundiscoveredbysnowforanextendedperiodoftimeinwinter.Furthermore,waterdischarges,sedimentandnutrientloadingsestimatedusingthemodifiedSWATwascomparedagainsttheoriginalSWATandfieldmeasurementsforthesamewatershed.TheresultsdemonstratesthatmodifiedSWATenhancesthemodellingaccuraciesonbaseflowdischarge,totaldischarge,sediment,NO -NandSol-Ploadingsinthewatershedbecausethenewsoiltemperaturemoduleimprovessoiltemperaturesimulationaccuracyinwinter.Moreover,thisstudyalsoinvestigatesthedifferencesbetweentheoriginalandmodifiedSWATindeterminingwaterflowpathsandnutrientsfatesinthewatershed.ComparedwiththeoriginalSWAT,themodifiedSWATpredictslesssurfacerunoff,lowersoilmoisturecontentbutmorepercolationandlateralflow,especiallyforthewinterperiod.Similarly,themodifiedSWATpredictslessnitrateloadingwithsurfacerunoffwhilemorenitrateloadingwithlateralflowandpercolationinwinterbutlessinotherseasons.

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Session G1: Poster

Bioenergy grass production on marginal lands and hydrologic and waterquality impacts in the Upper Mississippi River Basin (UMRB)QingyuFeng ,IndrajeetChaubey ,CibinRaj ,BernardEngel ,KPSudheer ,JeffreyVolenec1. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity..2. DepartmentofAgriculturalandBiologicalEngineering;DepartmentofEarth,AtmosphericandPlanetarySciences;DivisionofEnvironmentalandEcologicalEngineering,PurdueUniversity..3. Post-doctoralresearchassociate,PurdueUniveristy-.Email:[email protected](correspondingauthor)4. DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity..5. DepartmentofCivilEngineering,IndianInstituteofTechnologyMadras,Chennai–600036,India;DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA..6. DepartmentofAgronomy,PurdueUniveristy.

AbstractApproximatelyonefourththeUpperMississippiRiverBasin(UMRB)isidentifiedasmarginalland,whichcouldbeanimportantlandresourceforproducingperennialcellulosicbioenergygrasses.However,theseareascouldalsopotentiallycontributedisproportionateamountsofpollutantsaffectingsurfaceandgroundwaterquality.Inrecentstudies,waterqualitybenefitsfromproductionofperennialgrassesisgenerallyacknowledged.However,suitabilityofmarginallandsforbiomassproductionandeffectsofestablishmentperiodonhydrology/waterqualityarenotclear.ThisstudyprovidedacomprehensiveevaluationofhydrologicandwaterqualityimpactsthatpotentiallywouldbebroughtbyproducingswitchgrassandMiscanthusonmarginallandwithintheURMBregion.Theestablishmentperiodsofperennialgrasseswereincludedinthemodelsimulationsandwereconsideredseparatelyfromtheestablishedperiodwhenbiomassisharvested.Marginallandsuitabilityanalysisindicatethatonlyasmallportionoftheoverallmarginallandareaswillbesuitableforbioenergycropproduction.Theexpectedresultsofthisstudyinclude:1)higherwaterrequirementbyperennialgrassesmightreducewateravailabilityintheUMRBregion;2)soilerosionandnutrientlossesfromtheUMRBregionwereexpectedtobereducedgreatly,exceptduringtheestablishmentperiodofperennialgrassesandonmarginallandsthathavepoorsuitabilityforbioenergycropgrowth.

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Session G1: Poster

SWAT model for policy analysis in drought hit CaliforniaNikhilSangwan ,VenkateshMerwade ,KartikAriyur ,SorinMatei ,ValeriaChapman ,NingningKong1. ResearchAssistant,PurdueUniversity.Email:[email protected](correspondingauthor)2. AssociateProfessor,PurdueUniversity.3. AssistantProfessor,PurdueUniversity.4. AssociateProfessor,PurdueUniversity.5. AssociateProfessor,PurdueUniversity.6. AssistantProfessor,PurdueUniversity.AbstractWithCaliforniaenteringitsfourthyearofarecord-breakingdrought,theregionisexperiencingthestressofwatershortagelikeneverbefore.Alreadyastrainedresourceintheregion,thecurrentdroughthasforcedthelocalpolicymakersandresidentstoadoptausteremeasurestodealwiththelatestlowsinwateravailability.Decisionmakinginsuchpressingscenarioscanbequiteoverwhelmingforthepolicymakers.Thisstudyaimstodeveloptoolsthatincorporatehydrologicandsocialdatatoestablishthefeedbackloopsbetweenthepolicymakingandhumanbehavioralprocesseswiththeobjectivesofsocialequityandsustainability.TheprototypemodelingframeworkisdevelopedbyusingtheSanJoaquinRiverbasininCaliforniaasthestudyarea.Toaccountforthephysicaleffectsofvariouspolicies,aSWATmodelisdevelopedthatincorporatesseveralreservoirsandinterandintra-basinwatertransfersofthishighlymanagedwatershed.ThispresentationwillshowhowSWATmodelcanbeeffectivelyusedforanalyzingvariouspolicymeasuresforanintegratedwaterresourcesmanagementinacomplexwatershed.KeywordsPolicyanalysis;Integratedwaterresourcesmanagement

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Session G1: Poster

Designing Multifunctional Landscapes for Sustainable Bioenergy Feedstockin a Tile-Drained Agricultural WatershedHerbertSsegane ,M.CristinaNegri,YukiHamada1. Email:[email protected](correspondingauthor)

AbstractBiofuelsareimportantalternativesformeetingourfutureenergyneeds.Successfulbioenergycropproductionrequiresmaintainingenvironmentalsustainabilityandminimumimpactsoncurrentnetannualfood,feed,andfiberproduction.Thereforeplacementofenergycropsonstrategicallyselectedsubfieldareasinanagriculturallandscapehasthepotentialtoincreasetheenvironmentalandeconomicsustainabilityiflocationandchoiceofthecropsresultinimprovedenvironmentalbenefitsandminimaldisruptionofcurrentfoodproduction.Thisstudyidentifiedsubfieldmarginalareasinatile-drainedagriculturalwatershedusingsoil-basedenvironmentalandeconomicsustainabilitycriteriaanddemonstratedtheutilityofremotesensingfordeterminingunder-productiveareas.Weusedanexpandeddefinitionofmarginalsoilstoincludetheircropyieldpotentialandthepotentialforenvironmentalimpactwhenputintoagriculturalproduction.Inthetestwatershed,2.74%ofsoilshadlowcropproductivityindex(CPIareas)while22.2%hadatleasttwomarginalitiesorweresusceptibletonitrateleaching,themajorsurfacewaternutrientimpairmentinthewatershed(marginalareas).AcalibratedSoilandWaterAssessmentTool(SWAT)wasusedtoforecasttheimpactofgrowingswitchgrass(Panicumvirgatum),willow(Salixspp.),andbigbluestem(Andropogongerardi)inthesesubfieldCPIandmarginalareas,onannualcornandsoybeanyields,NO -Nandsedimentexports,andwateryield.Conversionofmarginalareastoswitchgrassonaverageincreasedtotalannualcropyields(grain+biomass)from187,893to199,416metrictonswiththeleastimpactonwateryield(3.8%reduction)andthehighestreductioninNO -N(24%)andsediment(57%)export.Onaverage,conversiontowillowshowedthehighestreductioninannualwateryield(19%)withcomparablebutsignificantlydifferentreductionsinNO -Nexport(23%)andsimilarsedimentexport(54%)toswitchgrass.

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Session G1: Poster

Improve simulation of annual crop sensitivity to climate variability in theEastern Corn BeltRuoyuWang ,LauraBowling ,KeithCherkauer1. Ph.Dstudent,DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity.Email:[email protected](correspondingauthor)2. AssociateProfessor,DepartmentofAgronomy,PurdueUniversity.3. AssociateProfessor,DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity.

AbstractSoilmoisturehasacomplicatedrelationshipwithcorngrowth.Bothwhenlimitedandoversupplied,waterbringsstressestocorndevelopment.Whenusingmodellingmethodologiestoevaluatecropsensitivitiestoclimatevariability,soilmoistureneedstobewellrepresented.However,itisdifficulttoexecutemoisturecalibrationatthewatershedlevelduetobothdatascarcityandscaleissues.Inthisstudy,weevaluateanapproachtoensurebettermodelmoisturesimulationwithoutrelyingonsoilmoisturecalibration.Themainideaistoregulateannualcropyield,seasonalcropdevelopmentanddailysurfacewaterbudgetsimultaneouslyfortheSt.JosephRiverwatershedintheEasternCornBelt.Hydrologicalparametersarefirstcalibratedtoaddressthenearsurfacewaterbalance.DailystreamflowdatafromthreeU.S.GeologicalSurvey(USGS)stationsinsidethewatershedwillbecomparedwithflowsimulations.Thenamulti-objectivecalibrationapproachisappliedoncropbiophysicalandstressparameterstoensurethesuccessfulrepresentationofannualyield,seasonalcropdevelopmentanddailystreamflow.AnormalizedregionalLeafAreaIndex(LAI)curvehasbeendevelopedforthestudydomainusingavailableLandsatTM5imagesformultipleyears(2000-2010).ThesimulatedmodelLAIcurveisthencomparedwithobserveddatafromLandsatforbothwetanddryyearstoidentifysensitivitiestoclimateextremes.NationalAgriculturalStatisticsService(NASS)countylevelobservedyielddataisusedtoexaminemodelperformanceinpredictingannualyieldandinterannualyieldvariability.Siterecordedsoilmoisturedatawillfinallybecomparedwithsimulatedsoilwatercontenttoevaluateourapproachinrepresentingmoisturewithoutdirectcalibration.Keywordsclimatevariability,cropyield,seasonalcropdevelopment

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Session H1: Climate Change Applications

Climate model biases and statistical downscaling for application inhydrologic modelSagarGautam ,ChristineCostello ,ClaireBaffaut ,QuangA.Phung ,BohumilM.Svoma1. GraduateResearchAssistant,DepartmentofBioengineering,UniversityofMissouri,Columbia,MO65201.2. AssistantResearchProfessor,DepartmentofBioengineering,UniversityofMissouri,Columbia,MO65201.Email:[email protected](correspondingauthor)3. ResearchHydrologist,USDA–ARS,CroppingSystemsandWaterQualityResearchUnit,Columbia,MO65211.4. GraduateResearchAssistant,DepartmentofBioengineering,UniversityofMissouri,Columbia,MO65201.5. AssistantProfessor,DepartmentofSoil,EnvironmentalandAtmosphericSciences,UniversityofMissouri,Columbia,MO65201.

AbstractClimatechangeimpactstudiesuseglobalclimatemodel(GCM)simulationstodefinefuturetemperatureandprecipitation.Thebestavailablebias-correctedGCMoutputwasobtainedfromCoupledModelIntercomparisonProjectphase5(CMIP5).CMIP5data(temperatureandprecipitation)areavailableindailydownscaleddatasetsusingbias-correctionandconstructedanalogsataspatialresolutionof(~12kmby12km).DownscalingtechniquesareusedtoaddressthescalemismatchbetweenCMIP5outputandfinerscaledetailsrequiredforhydrologicmodeling.ThemethodusedtocorrectthebiasinCMIP5datacomparedtoobserveddatasetscanbeasourceofuncertaintyinimpactassessmentstudies.Theobjectiveofthisstudywastoevaluatetwostatisticaldownscalingmethodstominimizeuncertaintywhenmodelingfutureclimatescenariosinhydrologicalmodels.ThedownscalingmethodsusedincludedeltaandquantilemappingusingobservedweatherdatasetsfromtheGoodwaterCreekExperimentalWatershed(73km ),locatedinAudrainandnortheasternBoonecounties,Missouri.ResultsindicatethattherewaslittlebiasbetweendataovertheobservedrecordandtheCMIP5datainaverageannualprecipitationusingdeltamethod.However,extremeswereunder-representedforalmostalltimesteps(dailymax,monthlymax,yearlymax,andyearlymin).Quantilemappingwasabletoreproducetheextremesandcorrectthebiasinmostcasesfortheprecipitation.Workondownscalingthetemperatureusingquantilemappingisinprogressandresultswillbeincludedinthepresentation.ThesedownscaleddatawillbeusedtodriveSWATsimulationsforthestudywatershedtoevaluatethepotentialforchangesinhydrologygivenfutureclimatescenarios.KeywordsBias,CMIP5,statisticaldownscaling,watershed

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Session H1: Climate Change Applications

Evaluation of climate and land use changes on hydrologic processes in theSalt River Basin, Missouri, United States.QuangPhung ,AllenThompson ,ClaireBaffaut ,ChristineCostello ,JohnSadler ,AnthonyLupo ,BohumilM.Svoma ,SagarGautam1. GraduateResearchAssistant.2. Professor.Email:[email protected](correspondingauthor)3. AdjunctProfessor.4. AssistantResearchProfessor.5. AdjunctProfessor.6. Professor.7. AssistantProfessor.8. GraduateResearchAssistant.

AbstractTheimpactofclimateandlandusechangesonhydrologicprocessesatthewatershedscaleisneededbylandmanagersandpolicymakerstoproperlyassesspotentialadaptationstrategies.WhilenumerousstudieshavebeenconductedonhydrologicprocessesintheMidwest,onlyafewhaveanalyzedthelinkagesbetweenclimateandlandusechanges.TheobjectiveofthisstudyistoassessthecombinedimpactsofclimateandlandusechangesonhydrologicprocessesoftheSaltRiverBasin(SRB).Thisbasin,locatedinNortheastMissouri,isadirecttributarytotheMississippiRiver.Totaldrainageareais6,417km attheoutletofMarkTwainLake.TheSoilandWaterAssessmentTool(SWAT)wasusedtocharacterizehydrologyintheSRBundervaryingfutureclimateandlandusescenarios.Thewatershed'shydrologicprocessesweresimulatedusingstreamflowdataattwoUSGSstationsfrom1970-2060,withmodelcalibrationfrom1970-1999andvalidationfrom2000-2013.Futureclimatedatafrom2014-2060wereobtainedfromDownscaledCMIP5ClimateProjections.Tworepresentativeconcentrationpathways(RCPs),RCP8.5and4.5,wereconsidered.Statisticaldownscalingmethods,includingdeltamethodandquantilemapping,wereusedtofurtherdownscalethesedatatotheclimatestationlevel.Fourlandusescenariosthatprojectincreasesanddecreaseofagriculturallandwerecreated.Combinationsoflanduseandclimatechangesoverarangeofconditionswereexaminedtoindicatepossibleoutcomesusefulforlocalandnationalagencyapplication.

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Session H1: Climate Change Applications

Quantifying Flood Risk and Sensitivity to Climate Change in the Huron RiverWatershed Using SWATXinXu ,Yu-ChenWang ,MargaretKalcic ,ChingwenCheng ,EthanYang ,RebeccaEsselman1. GraduateStudentattheMarineScienceInstitute,TheUniversityofTexasatAustin.2. ResearchAssociateattheUniversityofMichiganWaterCenter.Email:[email protected](correspondingauthor)3. PostdoctoralFellowattheUniversityofMichiganWaterCenter.4. HerbergerInstituteforDesignandtheArts,ArizonaStateUniversity.5. DepartmentofCivilandEnvironmentalEngineering,UniversityofMassachusetts.6. HuronRiverWatershedCouncil.

AbstractTheHuronRiverWatershedislocatedinsoutheasternMichiganandisapproximately2,300km insize,containingabout500,000residentsin65municipalities.Pocketsofurbananddevelopedlandsoccupyone-thirdofthelandcoverandmayhavethepotentialforgreaterriskofflooding,duetoimpervioussurfacesandpopulationdensity.Itisthusofgreatinteresttoidentifytheareasthatmayhavehighfloodriskandgreatersensitivitytofutureclimatechange.Inthisstudy,wecalibratedaSWATmodeltoflowdischargedataunderhistoricalclimateconditions.Thenwequantifiedthatspatialdistributionoffloodingriskusingtwoindices:floodhazardindex,theprobabilitywhenstreamdischargeislargerthanbankfulldischarge,andfloodregulationindex,afunctionofthedurationoffloodevents,averagemagnitudeoffloodevents,andnumberoffloodeventsperyearwithuser-definedweights.Wealsotesteddifferenttemperatureandprecipitationconditionsunderfutureclimatechangescenarios.Bycomparingtheoutputs,weidentifiedthesubbasinswithelevatedriskandgreatersensitivitytoclimatechange.Someofthesesubbasinscoincidewithurbanizedareas.Thefindingscontributetoalargerefforttoevaluateclimatechange-inducedriskandthepotentialimpactsonresidentsintheHuronRiverWatershed.KeywordsFloodinghazard,Climatechange,SWAT

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Session H2: Sediment, Nutrients, and Carbon

Closing the prediction gap between agricultural nutrient losses and riparianzone ecologyTamieVeith ,ClaireRegan,AmyCollick,SusanYetter,MikeNassry1. agriculturalengineer,USDA-ARS.Email:[email protected](correspondingauthor)

AbstractTheecologicalhealthoftheChesapeakeBayisanongoingconcernand,asthemoreobviousanddirectcontributorsaremitigated,focusismovingupstreamtotheagriculturalheadwatersofthebasin.TMDLsandWatershedImplementationPlans(WIPs)havebeendevelopedbyallstatesinthebasintocontrolnonpointsourcepollutionbyapplyingnutrient-andsediment-reducingBestManagementPractices.However,thereisminimalworkconnectingnutrientlossesfromagriculturalfieldstobiologicalstreamquality.Exceptinthecaseofextremeevents,themostdirectconnectionbetweennutrientsandstreamhealthisthehealthconcerntoinfantsfromstreamnitrogenlevelsgreaterthan10ppmandtheincreasedriskofalgalbloomsunderhighlevelsofphosphorus.ThisstudycomparesTopoSWAT-modeledandmonitorednutrientdatawithbiologicalindexscoresandtrends.Correlationsamongvarioussitesandrangesoflandmanagementwillbeanalyzedtoimproveourunderstandingoftheconnectionbetweenagriculturalnutrientlossesandtheecologicalhealthofthereceivingriparianzone.Keywordsagriculturalmanagement,TMDL,environmentalimpact,benthicmacroinvertebrates

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Session H2: Sediment, Nutrients, and Carbon

Estimating Nitrate Transport in Surface-Subsurface Hydrologic Systems bythe linked SWAT-MODFLOW-RT3D ModelXiaoluWei ,RyanBailey ,RosemaryRecords ,MazdakArabi ,TylerWible1. PhDstudent,Dept.Civil-Env.Eng.,ColoradoStateUniversity.Email:[email protected](correspondingauthor)2. AssistantProfessor,Dept.Civil-Env.Eng.,ColoradoStateUniversity.3. PhDstudent,Dept.Geosciences,ColoradoStateUniversity.4. AssociateProfessor,Dept.Civil-Env.Eng.,ColoradoStateUniversity.5. ResearchAssociate,Dept.Civil-Env.Eng.,ColoradoStateUniversity.

AbstractIntegratedmodelingofsurfaceandsubsurfacehydrologyandsolutetransportisacrucialtoolforassessingtheimpactoflandmanagementpracticesonwateryieldsandagriculturalchemicalfateandtransportinwatershedsystems.Oftheexistingwatershedmodels,theSoilWaterandAssessmentTool(SWAT)hasbeenusedextensivelyforanalysisofwaterresourcesandremediationofnutrientpollutioninwatershedsofvaryingscaleandcomplexity.However,applicationofthemodelislimitedinwatershedswhereinstreamflowisstronglyaffectedbygroundwaterdischarge,duetothesimplisticimplementationofgroundwaterflowandsoluteprocesses.Inthisstudy,therecentlydevelopedSWAT-MODFLOWmodelislinkedwiththegroundwatersolutereactivetransportmodelRT3D(ReactiveTransportin3Dimensions)toprovideamodelthatsimulatesnotonlylandsurfaceandin-streamhydrologic,biological,andnutrientprocesses,butalsoflowandreactivesolutetransportintheaquiferandnutrientmasstransferbetweengroundwaterandsurfacewater.ThesubroutinesusedtotransferdatabetweenSWATHydrologicResponseUnits(HRUs)andthefinitedifferencegridcellsemployedbyMODFLOWandRT3Darepresented,aswellasthepre-processingcoderoutinesrequiredtoformulatethislinkage.AnapplicationoftheSWAT-MODFLOW-RT3DmodeltotheNorthForkoftheSpragueRiverWatershed(759km )insouthernOregon,UnitedStates,ispresented,withbothhydrologic(e.g.,streamandgroundwaterdischarge,andwatertablecomparison)andnutrient(e.g.,in-streamandgroundwaternitrateconcentrations,in-streamnitrateloading)system-responsevariablestestedagainstmeasureddata.Resultsshowthatin-streamnitrateloadingssimulatedbySWAT-MODFLOW-RT3DmatchedwellwiththeobservedfielddataascomparedtotheSWATsimulation.Inaddition,resultsshowthatnitratemassismainlyconcentratedalongtherivercorridorinthewesternregionoftheBasin.KeywordsSWAT-MODFLOW-RT3Dmodel;Nitratetransport

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Session H2: Sediment, Nutrients, and Carbon

Improved simulation of edaphic and manure phosphorus loss in SWAT andTopoSWATAmyCollick ,TamieVeith ,DanielFuka ,PeterKleinman ,JenniferWeld ,PeterVadas ,MikeWhite ,R.DarenHarmel ,ZacharyEaston1. ResearchHydrologist,PSWMRU,USDA-ARS.Email:[email protected](correspondingauthor)2. AgriculturalEngineer,PSWMRU,USDA-ARS.3. PostDoctoralResearcher,VirginiaTechUniversity.4. ResearchLeader/SoilScientist,PSWMRU,USDA-ARS.5. GraduateStudent,ThePennsylvaniaStateUniversity.6. SoilScientist,USDFRC,USDA-ARS.7. AgriculturalEngineer,GSWRL,USDA-ARS.8. SupervisoryAgriculturalEngineer,GSWRL,USDA-ARS.9. AssistantProfessor,VirginiaTechUniversity.

AbstractWatershedmodelssuchastheSoilWaterAssessmentTool(SWAT)and(APEX)arewidelyusedtoassesstheconsequencesofagriculturalnutrientmanagementpracticesonsolubleandparticulatephosphorus(P)lossinrunoff.SoilPcyclingroutinesusedinSWAT2012,however,donotsimulatetheshort-termeffectsofapplyingaconcentratedsourceofsolubleP,suchasamanure,tothesoilsurfacewhereitismostvulnerabletorunoff.WeaddedanewsetofsoilProutinestoSWAT2012tosimulatesurfaceappliedmanureatfieldandsubwatershedscaleswithinwatershedsinPennsylvaniaandTexas.WecorroboratedthenewPversionofSWATagainstthestandardSWATProutine.CorroborativesystemsinvolvedstandardSWAT,atopographicallydrivenversionofSWAT(TopoSWAT),andfiveand12yearsofmeasureddataunderfield-specific,historicalmanagementinformationinPennsylvaniaandTexas,respectively.Short-term“washoff”processesresultingfromprecipitationimmediatelyfollowingsurfaceapplicationofmanureswerecapturedwiththenewProutinewhereasthestandardroutinesresultedinlossesregardlessofmanureapplication.Thenewroutinesimprovedsensitivitytokeyfactorsinnutrientmanagement(i.e.,timing,rate,method,andformofPapplication).OnlythenewProutinesindicatedecreasesinsolublePlossesformanureapplicationsatone,fiveand10days,respectively,beforeastormevent.UnlikewithstandardProutines,thenewProutinesexhibitgreatervariationamongproportionsoforganic,particulateandsolublePcorrespondingtospreadingmethod.Resultssuggestsimilarrevisionstootheragroecosystemwatershedmodelswouldbeappropriate.

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Session H3: BMPs

Evaluation of the two-stage ditch as a best management practiceAndiHodaj ,LauraBowling,CibinRaj,IndrajeetChaubey1. Email:[email protected](correspondingauthor)AbstractArtificialdrainagehaslongbeenanimportantcomponentofagricultureinthepoorly-drainedregionsoftheUSCornBelt.Continuedincreasesindrainageintensityfunnelmorewaterintoexistingdrainageditches,resultinginhigherfloodstages,moreerosivewatervelocitiesanddecreasedtimeforin-channelnutrientprocessing.Thetwo-stageditchisatypeofin-streamrestorationthatinvolvesmodificationofatrapezoidaldrainageditchtoresemblemorethefeaturesofanaturalstream.Theideaistocreateorsimulateextendedbenchesonbothsidesoftheditchthatwoulddevelopnaturallyoveraperiodoftimeinastreambecauseofgeomorphologicalprocesses.Thesein-channelfloodplainsprovideagreaterflowareaduringhighfloweventsandofferthepotentialtoreducesedimentloadandextendtheinteractiontimebetweenwaterandvegetationonthebenches,allowinglargeruptakeofnutrientsandincreasingthedenitrificationratesinthebenchsoil.TheSoilandWaterAssessmentTool(SWAT)hydrologicmodelhasrecentlybeenmodifiedtorepresentthetwo-stageditchasaconservationpractice.Processesthatarerepresentedinthemodelinclude:velocityreductionsduetothechangeinchannelgeometry,particlesettling,plantnutrientuptakeanddenitrificationonthebenchesofthetwo-stageditch.Themodelisevaluatedusingdatacollectedfromatwo-stageditchconstructedattheThrockmortonPurdueAgriculturalCenter(TPAC)nearLafayette,IndianainSeptember2012.Itdrainsanareaofapproximately2.7km2offarmlandusedforcornandsoybeanproduction.Simulationresultsfor30yearsofweatherdataindicatedtheimpactofthetwo-stageditchonreducingpeakflowrates,floodstageandnutrientloads.Forthis30yearperiod,1985–2014,theresultsshowedreductionsofupto40%ofpeakflowvelocities,35%reductionperkmoftwo-stageditch,ofsedimentbasinoutput,10–80%reductionintotalphosphorusoutputand0–15%reductionintotalnitrogen.Keywordstwo-stageditch,SWAT,routingnutrients

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Session H3: BMPs

Assessing the Impact of Alternative Management Strategies in a Dairy-dominated Agricultural Watershed Vulnerable to High Sediment and P

RunoffAlexisHeim ,PaulBaumgart ,KevinFermanich1. EnvironmentalScienceandPolicyGraduateStudent,UniversityofWisconsin-GreenBay.Email:[email protected](correspondingauthor)2. WatershedAnalyst,UniversityofWisconsin-GreenBay.3. ProfessorofNaturalandAppliedScience,UniversityofWisconsin-GreenBay.AbstractPlumCreek,Wrightstown,WI(90.1km )isapredominatelyagriculturalwatershedwhichcontributessubstantialloadsofphosphorus(P)andsedimenttotheLowerFoxRiver.Theaverageannualyieldofphosphorusbetween2011and2014was2.37kg/haataUSGSstationlocatedonthemainstemofPlumwithadrainageareaof52.5km .Approximately90%ofthesediment,and75%ofphosphorusannualloadoccursduringlessthan14daysperyear.UnderstandingtheimpactofvariouslandmanagementactivitiesinrelationtohighlyeventdrivenloadsisacriticalaspecttoreducingPandsedimentloadingtoPlumCreekandmeetingwaterqualitygoalsfortheLowerFoxRiverandLowerGreenBay.Inthisstudy,weusedtheSoilWaterAssessmentTool(SWAT)toassesswaterqualityandhydrologicresponseunderalternativelanduse/managementconditions.WaterqualitydatacollectedatthemainstemmonitoringstationinWaterYears2011and2012wereusedtocalibratethemodel.WY2013datafromtheMainBranchwasusedtovalidatetheSWATmodel.ThispaperfocusesonBMPmodelingmethodsofthestudy.Dairygrazing,covercropping,increasedconservationtillage,andreducedsoiltestPwerechosenastargetBMPpractices.SuitesoftheseBMPswerealsomodeledforacombinationeffect.ItwasfoundthatreducingsoiltestPalonecouldreducePrunoffbyabout16%fromthewatershed.Phosphorusandsedimentreductionsfromconservationtillagerangedfrom23-39%and26-50%,formanagedgrazing20-47%and22-55%,andcovercropping18-25%and20-27%,respectively.TheseresultsareencouragingconsideringthatothermodelingprojectsfortheBayofGreenBayindicatethatatleasta50%totalloadreductionwillbeneededtomeetTMDLrequirements.Thesepracticesimpactroughly14%oftheloadtoGreenBay,consequentlyeffectiveandefficientBMPswillberequiredtoimprovewaterquality.KeywordsSWATmodel,waterquality,landmanagement,BMP,sediment,phosphorus

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Session H3: BMPs

Multisite Sensitivity Analysis and Calibration of a SWAT Model on aSelected Urban Watershed in Metropolitan Atlanta, GeorgiaNahalHoghooghi ,DavidRadcliffe1. Ph.DCandidate/Researchassistant.Email:[email protected](correspondingauthor)2. Professor.

AbstractTheobjectivewastostresstheimportanceofsimultaneousmultisiteapplicationinwatershedcalibrationandsensitivityanalysistoobtainmorerepresentativeparametervaluesincomparisonwithsinglesitecalibration.A44km watershedlocatedinmetropolitanAtlanta,Georgiaanda2km sub-basinwithinthiswatershedwithmainlyurbanlanduseandsepticsystemswereselectedtosimulateflowinstreamsusingtheSoilandWaterAssessmentTool(SWAT).TheprecipitationandtemperaturedatawasobtainedthroughthePRISM(Parameter-elevationRegressiononIndependentSlopesModel)climateandweathersystem.Themodelwasrunfrom2008to2014with4yearswarmupandadailytimestep.StreamdischargeforthewatershedwasobtainedfromUSGSgagedstationattheoutletofthiswatershed,andforthesub-basinwasgatheredfromanungaggedstreamwhichwasequippedwithanautomatedgagerecorderfrom2012to2014.Formodelcalibrationandsensitivityanalysissoftware,SWAT-CUPSUFI-2andmanualcalibrationwereusedandNashSutcliffeEfficiency(NSE)waschosenasanobjectivefunction.CalibratedmodelforthewatershedstreamflowshowedthedailyNSEwas0.74withap-factorof0.66.Themodeldidn’tshowagoodNSEforthesub-basin.Moredetailedresultsofthisstudywillbepresentedanddiscussed.

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Session I1: EPIC/APEX Modeling System

Is site-specific APEX calibration necessary for field scale BMP assessment?AnomaaSenaviratne ,ClaireBaffaut ,JohnLory ,RanjithUdawatta1. ResearchSpecialist,PlantScienceDivision,UniversityofMissouri.Email:[email protected](correspondingauthor)2. ResearchHydrologistUsda-ArsCroppingSystemsandWaterQualityResearchUnit.3. ExtensionAssociateProfessorDivisionofPlantSciences,UniversityofMissouri.4. AssociateResearchProfessorSoil,EnvironmentalandAtmosphericSciences,UniversityofMissouri.AbstractThepossibilityofextendingparametersetsobtainedatonesitetositeswithsimilarcharacteristicsisappealing.Thisstudywasundertakentotestmodelperformanceandcomparetheeffectivenessofbestmanagementpractices(BMPs)usingthreeparameterssetsobtainedfromthreewatershedswhenappliedtoafourthone.Thefirstwatershedwasano-tillcorn-soybeanfieldinnortheastMissouri,during1993-1997(parameterization1).Thesecondonewasthesamewatershedduring1998-2008aftertheestablishmentofagro-forestrybuffers(parameterization2).Thethirdwatershedwasacorn-soybeanfield,90-kmfromtheNoveltysiteandwiththesameclaypansoils(parameterization3).Anadjoiningfieldwithterraces,agrasswaterway,andwintercover-crops,andmonitoredduring2011-2013wasusedasthevalidationwatershed.Modelperformanceforrunoffwasgoodwithallthreeparameterizations;coefficientofvariation(r ):0.7to0.8,Nash-SutcliffeCoefficient(NSC):0.3to0.6,andpercentbias(Pbias):-20to6%.Modelperformanceforsedimentwasgoodonlywithparameterizations1and3(r :~0.5,NSC:0.4to0.5andPbias:23to53%).Fortotalphosphorus(TP),modelperformancewasgoodonlywithparameterization3(r :0.9,NSC:0.5andPbias:66%).Thirty-yearaverageannualpredictionsvariedbetweenthethreeparameterizationsby1-51%.However,therelativereductionsinrunoff,sedimentandTPremainedwithin12%.AllparameterizationspredictedterraceswerethemosteffectiveforsedimentandTP,andcovercropsforrunoff.AllthreeparametrizationsshowedgoodrobustnessinquantifyingtherelativeeffectivenessofBMPs.

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Session I1: EPIC/APEX Modeling System

Future EPIC to SWAT LinkagesVerelBenson1. Email:[email protected](correspondingauthor)AbstractOverthelast5plusyearsDr.BensonandtheUNCInstitutefortheEnvironmenthavebeenworkingforEPAtobuildasystemofEPICdatasetstomakesimulationsforupto21cropsforeach12kmgridintheU.S.,SouthernCanadaandNorthernMexico.Thishasresultedinapproximately250,000setsofEPICdatasets.Currentanalysisunderwayforbiofuelassessmenthasresultedinabout500,000EPICsetsoffilestolookatcropsonoriginalrepresentativesoilsandonsoilspreviouslyinothercrops.FutureglobalwarmingassessmentwillresultinmoreEPICdatasets.ThereisapotentiallinkagebetweenSWATand/orAPEXandtheseEPICdatasetsanddailyoutputfiles.ThispresentationdescribesthesystemusedtogeneratetheEPICfilesandshowssomecurrentapplicationresults.ThepotentialforcooperativeeffortswithSWATandAPEXmodelersisconsiderable.

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Session I2: Landscape Processes and Landscape / River Continuum

Soft-Data Considerations in Modeling Watershed-Scale Phosphorus Loads inthe St. Croix Basin, Minnesota and Wisconsin, USAJimAlmendinger1. Seniorscientist,St.CroixWatershedResearchStation.Email:[email protected](correspondingauthor)

AbstractLakeSt.Croixisa40-kmlongriverinelakethatliesattheterminusofits20,000-km watershed,whichstraddlestheborderbetweenMinnesotaandWisconsin.Thelakeisimpairedbyculturaleutrophicationdrivenbyexcessphosphorus(P)loadscominglargelyfromagriculturalnonpointsources.TobetterunderstandnonpointPsourceandtransportfactors,weconstructedaSoilandWaterAssessmentTool(SWAT)modeloftheSt.Croixbasin.Given18yearsofobservedmonthlyPloadsfromwheretheSt.CroixRiverentersthelake(ourhard-datacalibrationtarget),wecouldcalibratethemodelwithanynumberofnon-uniqueparametersets.Toconstrainthecalibration,weconsideredsoft-datatargetsfromtheliterature.Tostart,weadjustedsoilchemistryparameterstoproduceaveragetotalphosphorusyieldsofabout1-2kg/ha/yrfromchisel-plowedrowcrops,whichprovidedabenchmarkforparameterizingotherlanduses.Thenrunoffwasroutedthroughlowlands(pondsandwetlandsinSWAT),whichremovedabout10%ofthePload.Basedonhydraulicresidencetimeandmeandepth,lakesonthechannelnetworkwereparameterizedtotrapabout25%ofincomingPandforLakeSt.Croixtotrapabout30%ofincomingP,asdeterminedfrombothmonitoringandsedimentstudies.Finally,in-channelwater-qualityparameterswereadjustedinSWATtosmooththeseasonaldistributionofPloadsenteringLakeSt.Croix,reducingpeaksduringhigh-runoffmonthsandincreasingloadsduringlow-runoffmonths,suchthatthetotalannualPloadswereapproximatelyunchanged.Keywordsagriculture;nonpointsourcepollution;nutrients;phosphorus;phosphorusretention;softdata;surfacewaterhydrology;watershedmodel

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Session I2: Landscape Processes and Landscape / River Continuum

Using SWAT to Understand Stream Phosphorus Concentrations and theImportance of External Inputs and Internal ReactionsPaulMcGinley ,AmyTimm1. ProfessorofWaterResources,UniversityofWisconsin-StevensPoint.Email:[email protected](correspondingauthor)

AbstractManagingstreamphosphorusconcentrationswillrequirelinkinglandscapenutrienttransferandin-streamreactiontothetemporalvariationsinstreamconcentrations.Thelargetemporalvariabilityinstreamphosphorusconcentrationsreflectsthetimingandmagnitudeofexternalinputsalongwithin-streamrouting,chemicalprocessesandbioticreactions.Inthisstudy,weincorporatedSWATinacombinedlandscapeandstreammodeltohelpassessthesensitivityofstreamphosphorusconcentrationstothesefactorsunderdifferenthydrologicconditions.OurmodelusesSWATwithanin-streamreactionmodelOTIS.TheSWATmodelingusedasub-hourlytime-stepandtheGreen-Amptinfiltrationmodeltoestimaterunoffandnutrienttransfer.The1-DOTISmodelincorporatedsorption,reactionandsedimentreleaseofphosphorus.Thelinkedmodelwasusedtocontrasttheimpactofexternalinputsandreactiononthetemporalvariabilityofstreamphosphorusconcentrationsinwatershedswithdifferenthydrologiccharacteristics.Ourresultsshowthatdetailedcharacterizationofgrowingseasonreactionsandhydrologiccharacteristicsisnecessarytosimulateconcentrationsinlowbaseflowstreams.Thisstudyimprovesourabilitytogeneralizethevariationsinstreamphosphorusconcentrationsandunderstandtherolethatmanagementcanhaveonchangingthoseconcentrations.KeywordsStreamphosphorusconcentrations,nutrienttransfer,in-streamnutrientreactions

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Session I2: Landscape Processes and Landscape / River Continuum

Assessing SWAT Model Capability in predicting the Areas Contributing Flowin an Agricultural WatershedGolmarGolmohammadi ,RameshRudra,TrevorDickinson,PradeepGoel1. Email:[email protected](correspondingauthor)

AbstractThisstudyisbeingconductedtoassessthecapabilityofSWATmodeltoidentifytheareaswhichcontributingtotheflowinawatershed.SWATmodelwasusedtoevaluatethehydrologyatGullyCreekWatershedlocatedinOntario.Dailystreamflowdatafrom12July2010,to30September2011,wereusedforcalibration,andthedatafrom1October2011to28March2012,wereusedtovalidatethemodelperformance.Inadditiontothedailystreamflowdata,theflow/noflowobservationswereavailablefor18differentmonitoringstationsat9differentevents(162eventsintotal;65flowobservedand97noflowobserved).Thecalibratedmodelwasalsousedtosimulatethestreamflowatthemonitoringstationsacrossthewatershed.Thesimulationresultsatthesestationswerecomparedtotheobservedflow/noflowdata.Theresultsshowedthat100%(65/65)oftheobservedfloweventswerepredictedbythemodelproperly,whileonly50%(49/97)oftheobservednofloweventswerepredictedbythemodel.Theimpactofnumberofsubbasinsoncapabilityofthemodeltopredicttheflow/noflowdataarebeingstudiedandtheresultswillbepresented.KeywordsHydrologicalmodeling;SWAT;DRAINMOD;SWATDRAIN;Watershedscale.

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Session I3: Large Scale Applications

Modeling Sediment and Nutrient Loads Input to the Chesapeake Bay andEffects of Conservation Practices on Water QualitySanthiChinnasamy1. ResearchScientist,BlacklandResearchandExtensionCenter,Temple,Texas.Email:[email protected](correspondingauthor)

AbstractExcesssedimentandnutrientsdischargedintotheChesapeakeBayfromagriculturalland,urbanizedarea,forestsandmunicipalandindustrialdischargesinthewatershedhavecausedeutrophicationintheBayandinthesurroundingwaterbodies.DeterminingthemagnitudeofsedimentandnutrientloadsenteringChesapeakeBay,andevaluatingtheeffectsofcroplandconservationpracticesonwaterqualitywouldbeusefulforplanningandprioritizingmanagementefforts.Thefield-scalemodelAgriculturalPolicyEnvironmentalExtender(APEX)wasusedsimulatetheconservationpracticesoncroplandandConservationReserveProgramlandandassesstheedgeoffieldwaterqualitybenefits.PredictedflowandloadsfromAPEXwereinputtothewatershedscalemodel,SoilandWaterAssessmentTool(SWAT).SWATwasusedtosimulatethewatershedprocessesandestimatetheinstreamwaterqualitybenefits.SWATmodelwascalibratedforstreamflow,sedimentandnutrientsatmultiplesitesintheCBwatershed.Thesemodelswerethenusedto(1)estimatethesedimentandnutrientsenteringtheChesapeakeBay,and(2)estimatetheeffectsofvariouscroplandconservationpracticestrategiesonwaterqualityintheChesapeakeBay.Modelpredictionsindicatedthat6.9milliontonnesofsediment,140,476metrictonnesofnitrogenand6,845metrictonnesofphosphorusloadswereenteringtheBayasperbaselineconservationconditionin2006-06.Currentlyestablishedpracticesoncroplandwerepredictedtoreducethesediment,nitrogenandphosphoruslossesfromedgeoffieldwithineach8-digitwatershedsby54%,27%and58%,respectively.Thesepracticeswerepredictedtoreducethesediment,nitrogenandphosphorusloadsenteringtheChesapeakeBayby16%,12%,and16%,respectively.AdditionalconservationtreatmentcanhelptofurtherreducetheloadstotheBayandmovetowardstheproposedsedimentandnutrienttargets.KeywordsCEAP,SWAT,APEX,ConservationPractices,ChesapeakeBay,Sediment,Nitrogen,Phosphorus

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Session I3: Large Scale Applications

Assessing sensitivity of UMRB agriculture and water resources to past andcurrent droughtNinaOmani ,IndrajeetChaubey ,PingLi1. PostDocResearchAssociate.Email:[email protected](correspondingauthor)2. Professor.3. PhDStudent.

AbstractTheMidwestiscriticallyimportantfortheUSeconomyforitsagriculturalproduction.Although,somestudiesimplythattheclimatechangemayenhancethecertaincropyields,climatevariabilitymayhaveconsiderableimpactsoncropproductionandecohydrology.Forexample,heavyprecipitationeventswithincreasedfrequencymaydamagecrops,andincreasesoilerosionandpollutantlosses.Indrought-affectedareaslanddegradation,waterstressandcropdamageandfailuremayincrease.Inthisstudy,wefocusedintheUpperMississippiRiverBasin(UMRB)locatedintheUSMidwest.Themajorobjectiveofthisstudywastoassesssensitivityofsimulatedcropyield,runoff,andwaterqualitytodroughtforhistoricandcurrentclimateconditions.Timeseriesofwaterquality,streamflowandcropyieldswereinvestigated.Waterqualityduringpastdroughtconditionswerecomparedtowaterqualityduringreferenceperiods,representingnormalhydrologicalconditions.Wecalibratedandvalidatedsimulatedmonthlyflow,sediment,totalN,totalP,organicNloadsandconcentrations.TheinitialresultsindicatedthattheSWATmodelsuccessfullysimulatedtheannualcropyieldandwaterquality,streamflowandthetrendsforcurrentclimate(1970-2010).Wewilldiscusstheimpactsofdroughtoncropproductionandecohydrologyindetailinthispresentation.KeywordsUMRB,drought,crop,waterquality,SWAT

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Session I3: Large Scale Applications

Impact of Tile Drainage on Sediment Losses in an Agricultural Watershedusing SWATDRAINGolmarGolmohammadi ,RameshRudra,ShivPrasher,AliMadani,PradeepGoel1. Email:[email protected](correspondingauthor)

AbstractTheDRAINMODmodelwasrecentlyincorporatedintoSoilandWaterAssessmentTool(SWAT)model,andtheresultingmodel,calledSWATDRAIN,cansimulatebothsurfaceandsubsurfacehydrologyoftile-drainedwatershedsverywell.Inthisstudy,SWATDRAINwasevaluatedusingmeasuredstreamflowandsedimentloadsdatainapartiallytile-drainedwatershedinOntario,Canada.Simulationswerecarriedoutovera10-yearperiod,from1975to1985;the1975-1980datawereusedformodelcalibrationandthe1981-1985datawereusedforvalidation.Alongwithhydrographs,theNash-Sutcliffeefficiency(NSE),percentbias(PBIAS)andR2statisticswereusedinevaluatingtheaccuracyofSWATDRAINstreamflowandsedimentpredictionsinlightofmeasuredvalues.Duringbothcalibrationandvalidationperiods,SWATDRAINsimulatedthehydrologicresponseandsedimentloadsattheoutletofthewatershedbetterthanSWAT.Ourresultsalsoshowthatwhiletheaverageannualsimulatedstreamflow,withnotiledrainage,wasnotmuchdifferentthanthestreamflowwithtiledrainage,thesedimentload,however,increasedsignificantlywithnotiledrainage,whichmightbeduetotheincreaseinsurfacerunoff.KeywordsHydrologicalmodeling,SWAT,DRAINMOD,SWATDRAIN,Sedimentlosses.

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Session J1: Hydrology

Comparison of the tile drainage routine performance in SWAT 2009 and2012 in the Little Vermillion River WatershedTianGuo ,BernardEngel ,JeffreyArnold ,RaghavanSrinivasan ,MichaelHirschi1. ResearchAssistant,PurdueUniversity.Email:[email protected](correspondingauthor)2. Professor,PurdueUniversity.3. AgriculturalEngineer,USDA-ARS.4. Professor,TexasA&MUniversity.5. SeniorEngineer,WaterborneEnvironmental,Inc..

AbstractSubsurfacedrainagesystemsarecommonpracticesinagriculturalwatershedsintheMidwesternU.S.SubsurfacedrainagesystemsenabletheMidwestareatobecomehighlyproductiveagriculturallands,butalsocreateenvironmentalproblems,likenitrate-Ncontaminationandpesticidetransport.SoilandWaterAssessmentTool(SWAT)hasbeenwidelyusedtomodelwatershedswithtiledrainage.However,SWAT2009revision528andSWAT2012revision645providedifferenttiledrainageroutines,andtheappropriateroutineforsimulatinghydrologicprocessesandnutrientlossesinLittleVermilionRiverWatershed(LVRW)andsimilarwatershedswasunclear.Moreover,SWAT2012revision645improvedthecurvenumbercalculationmethodbasedonsoilmoisture,whichhasnotbeenfullytested.Thisstudyusedlong-term(1991-2003)monitoringfieldsiteandriverstationdatafromLVRWtoevaluateperformanceoftiledrainageroutinesinSWAT2009revision528(theoldroutine)andSWAT2012revision645(thenewroutine).Uncalibratedsimulateddaily,monthlyandyearlytileflow,surfaceflow,nitrate-Nintileandsurfaceflow,sedimentandannualcornandsoybeanyieldresultsfromSWATwiththeoldandnewtiledrainageroutineswerecomparedwithobservedvalues.Statisticalanalysissuchaspercenterror(Pbias),coefficientofdetermination(R ),Nash-Sutcliffeefficiency(NSE),themodifiedNSEandKling-Guptaefficiency(KGE)werecalculated.Theresultsshowedthatbothroutinesprovidedreasonableresultsbutnotsatisfactoryuncalibratedflowandnitratelossresultsandthenewroutinehadpooreruncalibratedresults.Parametersdescribingtileandsurfaceflow,groundwater,evapotranspiration,andnutrientandsedimentroutineprocesseswillbeselectedforsensitivityanduncertaintyanalysistodeterminevaluesorpotentialrangesforparametersandmodelcalibration.SWATwithbothroutineswillbecalibratedandvalidatedatfieldsitesandriverstations.Pbias,R ,NSE,themodifiedNSEandKGEwillbeusedformodelvalidation.TheresultscandeterminewhichroutineprovidesabettermodelfitandallowselectionofthemostappropriatetiledrainageroutinesuitableformodelingLVRWandsimilarwatersheds.Keywordssubsurfaceflow,surfaceflow,sedimentload,nitratelosses,cropyields,SWAT,tiledrainageroutine,curvenumber

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Session J1: Hydrology

Multi-objective calibration approach for SWAT by using spatially distributedremotely sensed/in-situ soil moisture dataMohammadAdnanRajib ,VenkateshMerwade1. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity.2. AssociateProfessor,LylesSchoolofCivilEngineering,PurdueUniversity.Email:[email protected](correspondingauthor)

AbstractTheobjectiveofthisstudyistoevaluatethepotentialofusingspatiallydistributedsurfaceandrootzonesoilmoistureestimatesincalibrationofSoilandWaterAssessmentTool(SWAT)towardsimprovingitshydrologicpredictabilitywithreducedequifinality.TheproposedcalibrationapproachisperformedusingremotelysensedAdvancedMicrowaveScanningRadiometer-EarthObservingSystem(AMSR-E)surfacesoilmoisture(~1cmtopsoil)estimatesateachsub-basinlevelinconjunctionwithobservedstreamflowdataatthewatershed'soutlet.Althoughapplicationofremotesensingdataincalibrationimprovessurfacesoilmoisturesimulation,otherhydrologiccomponentssuchasstreamflow,evapotranspiration(ET)anddeeperlayermoisturecontentinSWATremainlessaffected.Anextensionofthisapproachtoalsoincluderootzonesoilmoistureestimatesfromlimitedfieldsensordatashowedconsiderableimprovementinsimulatingstreamflowandtherootzonesoilmoisture.Differenceinrelativesensitivityofparametersandreducedextentofuncertaintyarealsoevidentfromtheproposedmethod,especiallyforparametersrelatedtothesubsurfacehydrologicprocesses.WhiletheresultsfromthisstudyshowthatrootzonesoilmoisturecanplayamajorroleinSWATcalibration,morestudiesincludingvarioussoilmoisturedataproductsarenecessarytovalidatetheproposedapproach.KeywordsAMSR-E,calibration,multi-objective,remotesensing,rootzone,soilmoisture,SWAT,uncertainty

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Session J1: Hydrology

Hydrologic Similarity Analysis by Unsupervised Classification of watershed’sSoft Data Received from the SWAT Model.DhaneshYeganantham ,RaghavanSrinivasan ,FranciscoOlivera1. GraduateStudent,DepartmentofCivilEngineering,TexasA&MUniversity.Email:[email protected](correspondingauthor)2. SpatialSciencesLaboratory,TexasA&MUniversity.3. AssociateProfessor,DepartmentofCivilEngineering,TexasA&MUniversity.

AbstractTheuseofSoilandWaterAssessmentTool(SWAT)toeffectivelymodelthewatershedisconstrainedbytheavailabilityofdataforparametercalibrationandvalidation.Tomodelungaggedwatersheds,theparameterscouldbetransferredfromhydrologicallysimilargaugedwatersheds.Thisstudyaimsatquantifyinghydrologicsimilaritybetweenwatersheds.Mostofthereportedstudiesuseeitherthewatershedresponseoritsmorphologytotestthehydrologicalsimilarity,and,insomecases,thegeographicallyclosewatershedsareconsideredtobehydrologicallysimilar.Inthisstudy,theremotesenseddataofthelanduse,soilcharacteristicsandtheDigitalElevationModel(DEM)ofthewatershedalongwithmeasuredwheatherdatacanbeusedtoperformanunsupervisedclassificationofthewatersheds.Someofthesedatahavequantitativevaluesandsomeofthemareclasses.Allthesedatarepresentsthehydrologicprocesshappeninginthebasinand,ontopofthat,ithassomeredundantinformation.Hence,itisplannedtofeedthesedataintotheSWATmodelandthegettheflowoutputs,thentheflowoutputswillbeusedtoclassifythebasin.Thismethod,inaway,woulddiscardredundantinformationandusethecorrectweightagefortheremotelysensedandweatherdataforclassifyingthebasin.TheFuzzy-C-Meansanalysiswillbeusedfortheunsupervisedclassification.Thevalidationofthismethodwillbedonebycross-comparingwithothermethodsofhydrologicsimilarityandalsoanalyzingtheperformanceofthetransferredparametersintheungaugedwatersheds.KeywordsPredictionsinungaugedbasins,HydrologicSimilarity,SWAT

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Session J2: Large Scale Applications

Recent Technological Advancement and Sustainable Solutions for FloodIssues in North BiharMURLIDharSingh ,NarendraKumarTiwary ,SanjayKumarSrivastava ,ShashiSinha1. Professor,EnvironmentandDrainage,WaterandLandManagementInstitute(Walmi),Patna,Bihar,India.Email:[email protected](correspondingauthor)2. Professor,Research,ArpandPim,WaterandLandManagementInstitute(Walmi),Patna,Bihar,India.3. Reader,FloodManagement,WaterandLandManagementInstitute(Walmi),Patna,Bihar,India.4. AssistantProfessor,ComputerProgrammer,WaterandLandManagementInstitute(Walmi),Patna,Bihar,India.

AbstractBiharisgeographicallysituatedinsuchawaythatithasmanynaturalperennialriverscomingfromtheHimalayasthroughNepalandTibet.Theseriversaremostlyalluvial&therefore,unstable.Theconstant&unpredictableshiftingofrivercourses(duetoheavysiltload)carrieseveryyearuntoldlossandmiserytomillions.LongTermmeasureslikedam/storagereservoirformoderatingfloodisnotpossibleatthisstagebecausesuitablesitesarenotsituatedinthisstatebuttheseareinNepalTerritory.Floodembankmentsinalengthof3430km.havebeenconstructedsofaralongtheriverslikeGandak,BurhiGandak,Bagmati,Kamla,Kosi&Mahanandaetc.toprotectanareaof2.916MillionHa.onlyoutoftotalfloodaffectedareaof6.88MillionHa.ManysmallHimalayanRivershavenotbeenembankedortrainedtillnow.Theseriversareverymuchfuriousduringtheflood.Unexpectedpopulationgrowth,unplanneddevelopmentactivities(roads,bridges,culverts)carriedbydifferentgovt.agencieshaveencroachedthenaturalwaterway,thusduringflooditcreatesdrainagecongestion.Therefore,peopleareforcedtoliveinfloodortofacethefloodmenaceeveryyear.Thoughalotoffloodcontrolworkshasbeenexecutedeveryyearwiththeresourceavailableforfloodsector,peoplearenotgettingexpectedbenefits.Methodologyadoptedinpracticebythedeptt.forplanning,monitoring&constructionoffloodcontrolworkshasbeendescribedhere.Butnow,theneedforacomprehensivestudyonriverbehavior,training&controlhasbeenfeltintotality(Basinwise).AholisticapproachisrequiredindetailhydrologicalstudyofeachriverofNorthBihartakingthecatchmentsareathatliesinNepalandotherinternationalboundaries.Climatechange,itsconsequentialeffectandthelikelystatisticalforecast,whichcangivearealscenariooftheriverbehavior.Thecompleterivermodelsusingsatelliteimageryandgrounddatashallbeessential.ThestudyofcompleteriversofNorthBiharanditsbehaviorcanworkoutpossiblesustainablesolutionsofdisastrousfloodissuesinBihar.Theavailablemodelscanbeusedforthestudy.Atimeframeoffiveyearscanbetaken.Thepoliticalwillcangiveasustainablesolutionforthebenefitofpeople.InthisbackgroundastudyofNorthBiharRivershavebeenmadewiththelatestmodelingandsimulationtool,theSoilandWaterAssessmentTools(SWAT)andtheresultshavebeenfoundencouraginginassessmentofquality&quantityofwaterandsedimentation.SinceSWATisapublicdomainmodelcontaining350subroutineswritteninFORTRANhenceitisbeingmodifiedandcustomizedforBiharRiversforvariouspurposeslikefloodforecasting,inundationmapping,climatechangestudiesetc.forachievingsustainablesolutionsforfloodissues.KeywordsSWAT,FORTRAN,HYDROLOGY,CLIMATECHANGE,FLOODFORECASTING,INUNDATIONMAPPING,

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Session J2: Large Scale Applications

Characterization of climate and land use change impacts on blue and greenwater dynamics over the Ohio River basinLiuyingDu ,MohammadAdnanRajib ,VenkateshMerwade1. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity,USA.2. GraduateResearchAssistant,LylesSchoolofCivilEngineering,PurdueUniversity,USA.3. AssociateProfessor,LylesSchoolofCivilEngineering,PurdueUniversity,USA.Email:[email protected](correspondingauthor)

AbstractImpactsofclimateandlandusechangeontheoverallwateravailabilitycanbeanalyticallycomprehendedintermsoflong-termtrendsinbluewater(BW;surfacerunoffanddeepaquiferrecharge)andgreenwater(GW;soilwatercontentandactualevapotranspiration).Theobjectivesofthisstudyareto:(i)conductacomprehensiveassessmentofthespatialandtemporaltrendsinBWandGWunderthehistoricalclimateandlanduseconditionsintheOhioRiverBasin(490,000km )from1935to2014;and(ii)quantifytherelativeeffectsofclimateandlandusechangesonBWandGW.SoilandWaterAssessmentTool(SWAT)isadoptedtosimulatethehydrologicfluxesfortheentirebasin,andtheMann-KendallandTheil-Sentestsareemployedtodetectthestatisticaltrendsseparatelyattheentirebasin,regional,andsub-basinlevels.DespitetheoverallvolumetricincreaseinbothBWandGWovertheentirebasin,thechangesintheirannualaveragevaluesduringtheperiodofsimulationrevealadistinctivespatialpattern.ResultsshowthatGWhasincreasedsignificantlyintheupperandlowerpartsofthebasininresponsetotheprominentlandusechangeintheseareas,butBWhasincreasedsignificantlyonlyinthelowerpartinresponsetotheprecipitationchange.Furthermore,byseparatingthecontributionsofclimateandlandusechange,itisfoundthattheeffectofclimatechangeonBWismoresignificantcomparedtoGW.LandusechangehasincreasedGWremarkably,buthasledtodecreasesinBW.TheresultsfromthisstudyhelpunderstandthecollectiveinfluenceofnaturalandanthropogenicimpactsonhydrologicresponsesintheOhioRiverbasin.KeywordsSWAT,greenwater,bluewater,climatechange,landusechange,Ohio,trendanalysis

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Session J2: Large Scale Applications

Impact of non-point source pollution on water quality of Pengxi River usingSWAT model after 175-meter water project operation of the Three Gorges

DamYingyuanShi ,WanshunZhang ,GaohongXu ,SijiaYang ,YongguiWang ,XiaoyanZheng1. WuhanUniversity.2. WuhanUniversity.Email:[email protected](correspondingauthor)3. ChangJiangWaterResourcesCommission.4. WuhanUniversity.5. WuhanUniversity.6. WuhanUniversity.AbstractThedegradationofwaterquality,extentofeutrophicationandalgaebloomintributariesoftheThreeGorgesReservoir(TGR)arebecomingincreasinglycritical.Pollutantsaremainlysourcedfromnon-pointsourcepollutioninthereservoir,providingrichresourcesofnitrogenandphosphorusforalgaegrowth.Inadditiontothenutrientinputs,thechangesofhydrodynamicconditionsalsoplayanimportantroleinwaterqualitydegradationandalgaebloomproblems.Since2013,theThreeGorgesdamhasreachedasufficientwater-levelschedulingintervalfrom145to175meters.Whichnotonlychangesthehydrodynamiccharacteristicsofthetributaries,butalsocreatesa30-meterwater-level-fluctuation(WLF)zonewhereagriculturalactivitiesareactiveinsomeareas.Asaresult,thesoilandvegetationpatternsinthe30-meterWLFzonehavebeenalteredevidently.PengxiRiverisanimportantandrepresentativetributaryoftheTGR.PeoplelivingalongtheriverlikegrowingcropsintheWLFzoneduringlow-water-levelperiod.DifferentdegreesofalgaebloomhavebeenreportedatPengxiRiversince175-meterimpoundment.Inordertoinvestigateimpactsofnon-pointsourcepollutiononwaterquality,PengxiRiverwasstudiedinthisstudy,withcoupledSWATmodelandone-dimensionalhydrodynamicandwaterqualitymodel.ForSWATsimulation,thedifferentterrestrialconditionsinPengxiRiverbasinbasedon145-meterand175-meterimpoundmentscenarioswereanalysed,especiallythechangesoflandusesandagriculturalpracticeswithin30-meterWLFzonearemainlyconsidered.Forriverwaterqualitysimulation,theone-dimensionalhydrodynamicandwaterqualitymodelwasappliedwithusingtheSWATresultsasconfluentboundaryconditions.TheSWATresultsshowedthatcontaminantsmainlysourcedfrom30-meterWLFzoneledtosignificantincreasesofpollutantconcentrationsduring175-meterimpoundment.Largeamountofnutrientsandresiduesleftbyagriculturalpracticesin30-meterWLFzoneduring145-meterwater-levelperiod,werethenbroughtintowaterbodyduring175-meterwater-levelperioddirectly,contributingsignificantlytoeutrophication.Secondly,alongwiththewaterdepthrising,theflowrateswasdecreasing,inPengxiRiverafter175-meterimpoundment.Whenthepollutantsresidencetimebecomelonger,theirdegradationratesbecomelowercomparingwiththeperiodbefore175-meterimpoundment.Thesechangescreatefavorableenvironmentforalgaegrowth,furtherresultinginalgaebloom.Prohibitionofagriculturalactivitiesin30-meterWLFzoneisrecommended.KeywordsThreeGorgesreservoir;Non-pointsourcepollution;PengxiRiver;SWATmodel.

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Session J2: Large Scale Applications

Research on watershed for non-point source pollution in the Three GorgesReservoir based on SWATJingWan ,WanshunZhang ,GaohongXu ,YongguiWang ,XiaoyanZheng1. student,SchoolofResourceandEnvironmentalSciences,WuhanUniversity.Email:[email protected](correspondingauthor)2. teacher,SchoolofResourceandEnvironmentalSciences,WuhanUniversity.3. BureauofHydrology,ChangjiangWaterResourcesCommission.4. student,SchoolofResourceandEnvironmentalSciences,WuhanUniversity.5. student,SchoolofResourceandEnvironmentalSciences,WuhanUniversity.

AbstractThreeGorgesProjectistheworld'slargesthydroelectricproject,anditisofgreatimportanceonfloodcontrolandelectricgeneration.ThecatchmentofThreeGorgesReservoir(TGR)coversanareaofapproximately58,000km .Ithasmorethan40majorsub-basins.Withthecountry'sstrategicplanformakingtheYangtzeRiverbecomethegoldenwaterway,thewaterpollutionregulationofTGRisparticularlyimportant.Controllingnon-pointsourcepollutionhasgraduallybecomeanimportantcontroltargetsincethecofferdamwaterimpoundmentofTGR.ExploringthedifferentiationregularityofTGRfornon-pointsourcepollutionisimportantforthegovernmenttodevelopascientificandrationalwaterqualitycontrolprogram.Toidentifythemainareasthatcausedpollutionloads,theSWATmodelwasappliedtosimulatenon-pointsourcepollutioninthelargescalebasinofTGR.TheThreeGorgesReservoirbasinwasdividedinto49sub-basins.Theland-usedatain2013andsoildatain2013wereusedinthemodel,andthelandwasclassifiedintothirteentypes.Thesoildatacontainseventypes.TheSWATmodelusedinTGRhadbeenincalibrationandinvalidationbyusinghydrologyandwaterqualitydatain2006and2010.TheR AnalysisandNashSutcliffewasusedtoanalysisprecisionandpredictivepowerofSWATmodelswhichshowsthatthemodelwassuitabletosimulatednon-pointsourcepollutioninTGR.TheSWATresultsalsopresentedthatpollutantsinTGRweremainlynitrogen(N)andphosphorus(P).Duetoasignificantdifferenceofrainfall,landuseandsoiltype,thesub-basinsoftheThreeGorgesBasinhavedifferentpollutionload.KeywordsThreeGorgesReservoir;SWAT;non-pointsourcepollution

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Session J3: Database and GIS Application and Development

A Geospatial Modeling Interface (GMI) for SWAT Model Deployment andEvaluationJamesC.AscoughII ,JeffreyG.Arnold ,NathanP.Lighthart1. HydrologicEngineer,USDA-ARSAgriculturalSystemsResearchUnit.Email:[email protected](correspondingauthor)2. AgriculturalEngineer,USDA-ARSGrasslandSoilandWaterResearchLaboratory.3. ResearchAssociate,ColoradoSt.University.

AbstractGeographicalinformationsystems(GIS)softwarepackageshavebeenusedfornearlythreedecadesasanalyticaltoolsinnaturalresourcemanagementforgeospatialdataassembly,processing,storage,andvisualizationofinputdataandmodeloutput.However,withincreasingavailabilityanduseoffull-featuredgeospatialdatamanagementtools,suchascommercial(e.g.,ArcGISandIDRISI)andpublicdomainopensource(e.g.,GRASS,QuantumGIS,MapWindow,uDIG)GIS,newissueshavesurfacedregardingapplicationofnaturalresourcemodelstoarangeofspatialscalesandtheroleofgeospatialdatatoolsandanalyticaltechniquesindecisionmaking.WithincreasedavailabilityofpowerfulPCs,cloudcomputingplatforms,andweb-basedGIStoolsandaccesstogeospatialdatasets,itisquitecommontoseenaturalresourcemodelsoriginallydevelopedforsmall-scale,site-specificanalysesnowbeingappliedtonewdomains/problems,and,throughGIS,toverylargeareastoexaminespatio-temporalvariationsinenvironmentalimpactassessment.ThispresentationprovidesanoverviewoftheGMI(GeospatialModelingInterface)simulationframeworkforSWATmodeldeploymentandevaluation.InadditiontoSWAT,GMIalsoprovidesaccesstootherenvironmentalandagroecosystemmodelsincludingAgroEcoSystem-Watershed(AgES-W),NitrateLeachingandEconomicAnalysis2(NLEAP2),andRootZoneWaterQualityModel2(RZWQM2).GMIdataprocessingandvisualizationfeaturesincludebutarenotlimitedto:1)editingandvisualizationofgeospatialmodelinputdata;2)theabilitytoinputmeasuredexperimentaldataforrobuststatisticalmodelevaluation;and3)geospatialoutputvisualizationacrossspace,time,andmodelingscenariosincludingcapabilitiesforreal-timepost-processing(e.g.,on-the-flycolorramping)andquerying.GMIleveragesanopensourceGISplatformthatintegratesOpenGeospatialConsortiumstandards(asimplementedinGeoTools–http://www.geotools.org)withinNASA'sWorldWindJavaSDK.TheoverallvisionoftheGMIdevelopmenteffortisthecreationofageospatialmodelingframeworkthatallowsrapidintegrationofenvironmentalmodelssuchasSWATandenables/enhancesthescientificmodelingprocessthroughstate-of-the-artgeospatialvisualizationcomponents.KeywordsSWAT,Modelvisualization,Environmentalmodeling,GIS,Interface,Models,Geospatialanalysis

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Session J3: Database and GIS Application and Development

Prioritizing Water Quality Improvement Efforts on Agricultural Lands UsingReadily Available GIS DataTheresaNelson ,AaronRuesch1. WaterResourcesEngineer,WisconsinDepartmentofNaturalResources.Email:[email protected](correspondingauthor)2. WaterQualityModeler,WisconsinDepartmentofNaturalResources.

AbstractWiththerecentdevelopmentandapprovalofseverallarge-scaletotalmaximumdailyload(TMDL)projectsinWisconsin,aneedforimplementationtargetinghasbeenidentifiedbytheWisconsinDepartmentofNaturalResourcesandcountylandconservationstaff.DuringthedevelopmentoftheTMDL,subbasinsthatcontributehigherpollutantloadsareidentified,oftenthroughtheapplicationofmodelslikeSWAT.Inordertoimplementmanagementpracticestoreducetheloadingfromthosesubbasins,prioritizingneedstobedoneatapproximatelythefieldscale-thescaleatwhichprojectscanbepracticallyimplemented.Toaddressthisneed,theWisconsinDepartmentofNaturalResourceshasdevelopedEVAAL–ErosionVulnerabilityAssessmentforAgriculturalLands.TheGIS-basedtoolevaluateslocationsofrelativevulnerabilitytosheet,rill,andgullyerosionusingreadilyavailableinformationabouttopography,soils,andlandcover.Thistoolenableswatershedmanagerstoprioritizefield-scaledatacollectionefforts,thussavingtimeandmoneywhileincreasingtheprobabilityoflocatingandaddressingfieldswithhighsedimentandnutrientexport.ThecurrentversionofEVAALusesassumptionsregardingtillagetypesforvariouscroprotationpractices.Sincetillagepractices,andtheresultingamountofresiduecover,cangreatlyimpacterosionandnutrientexport,itisadvantageoustorefinethoseassumptions.Thisispossiblethruanalysisofsatelliteimagerywiththecalculationofanormalizeddifferenttillageindex(NDTI).ThispresentationwillgiveanoverviewofEVAAL,showresultsofusingLandsatimagerytomappercentcropresiduecoverageandtheassociatedtillagetypes,anddemonstratetheresultingimprovementintheEVAALresults.

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Session J3: Database and GIS Application and Development

Impacts of Input Datasets on SWAT Model Performance and WatershedHydrologyAlekseySheshukov ,JungangGao1. AssistantProfessor,KansasStateUniversity.Email:[email protected](correspondingauthor)2. PostdoctoralReseachAssociate,KansasStateUnviersity.

AbstractSWATrequiresalargesetofinputparametersanddatasetstobuildthewatershedmodel.Amongsuchinputsaregeospatialdatasetsoflanduse/landcover(LULC)andclimatedata.WithavailabilityofnewdatasetsintheUnitedStates,suchasNEXRADandPRISMforclimateandcustomizedyearlyNASSCDLmapsforLULC,thatcanreplacetraditionalnetworkofrelativelysparseNCDCweatherstationsandlimitedinlandusecategoriesNLCDlandcovermaps,SWATmodelperformanceisexpectedtoimprove.However,SWATmodelresponsetoinputdatasetvariabilityisnotwelldocumentedandthereexistsonlyafewcomparisonanalyseswithregardstotheirimpactsonwatershedhydrologysimulatedbythemodel.Thegoalofthestudywastoevaluatetheimpactofthreedifferentweatherdatasets(NCDC,NEXRAD,PRISM)andcroprotationpatternsinacustomizedLULCdatasetonmodelperformanceandwatershedhydrologyinawesternKansaswatershed.WhilegriddedNEXRADandPRISMdatasetsprovidedspatiallycontinuousweathercoverage,onlyPRISMimprovedSWATmodelperformanceandbetterrepresentedwatershedhydrology.Duetolimitedradarcoverageintheareaofinterestandunrealisticburstsofprecipitation,NEXRADoverestimatedrunoffandstreamflow.TheSWATmodelpositivelyrespondedtothepropercroprotationpatternwithintheperiodofpatternobservation,buttheperformancedrasticallydeclinedforoutsideoftheobservationperiods.KeywordsSWAT;climatedata;landuse/landcover;NEXRAD;PRISM;NCDC

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Session J3: Database and GIS Application and Development

LUU_Checker: A Tool for Dynamically Incorporating New Land Uses inSWATGurdeepSingh ,DharmendraSaraswat1. UniversityofArkansas.2. PurdueUniversity.Email:[email protected](correspondingauthor)

AbstractTheSWAT_LUCtoolwasreleasedin2011thatautomatedtheprocessofcreatinganoptionallanduseupdatefile(filenamelup.dat)forupdatinghydrologicresponseunit(HRU)fractionsduringmodelsimulationruns.Thelup.datfilehasenabledmodelerstorepresentlandusechangesovertheentiresimulationrunorinitializeconservationmeasuresduringachosenperiodinthemiddleofsimulationrun,asperuserdefinedspecifications.Despitesavingtimeanderrorsindevelopinglup.datfileforlargewatersheds,theSWAT_LUCtoollackedtheabilitytosimulateanewlanduseinthewatershedthatwasnotpresentinthebaseLULCdata.TheLUUCheckertoolhasbeendevelopedtodevelopacomprehensiverasterdatalayerthatallowsaccountingfornewlandusesthatmayemergeduringthemodelsimulationperiod.ThepresentationwouldincludethedevelopmentconceptsanddemonstrationofLUUCheckertool.

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Session K1: Climate Change Applications

Uncertainty Estimation of Hydrological Impacts of Bias-Corrected CMIP5Climate Change ProjectionsJungangGao ,AlekseySheshukov1. PostdoctoralReseachAssociate,KansasStateUnviersity.Email:[email protected](correspondingauthor)2. AssistantProfessor,KansasStateUnviersity.

AbstractUncertaintyestimationofclimatechangeimpactshasbeenrecentlygivenalotofattention.ItisgenerallyassumedthatthemajorsourcesofuncertaintycouldbelinkedtoGeneralCirculationModels(GCM)andGreenhouseGasesEmissionsScenarios(GGES).However,theothersourcesofuncertaintysuchasachoiceoftheobservedclimatedatasethavebeengivenlessattention.Inthispaper,highspatialresolutionofgriddeddatasetsavailableintheUnitedStates,suchasNEXRADandPRISM,combiningwithtraditionalnetworkofrelativelysparseNCDCweatherstations,wereusedtocorrectCMIP5GCMoutputs.Wefocusoninvestigatingtheuncertaintiesinquantifyingtheimpactsoffutureclimateprojectionsbias-correctedbythesethreeclimatedatasetsonhydrologyinawesternKansaswatershed.ThechangefactormethodwasusedforbiascorrectionofGCMoutputs,andtheSWATmodelwasusedtosimulatehydrologicalprocesses.Future(2070–2099)hydrologicalregimeswerecomparedtothereferenceperiod(1970–1999)usingtheaveragehydrograph,annualmeandischarge,peakdischargeandtimetopeakdischargeascriteria.Theresultsshowedthattherewasnosubstantialdifferenceintemperaturepredictionsbasedonthesethreecorrectedoutputsoffuturescenarios.However,precipitationpredictionsarenotasunequivocalasthoseoftemperature,theyvarydependingonthehistoricaldatasetsandalsoweatherseasons.Asignificantvariationinwinterandsummerdischarges,aswellastimetopeakdischargewereobservedforfuturescenarioscorrespondedtothreeobservedclimatedatasets.Acrossallvariables,alargeuncertaintyenvelopewasfoundtobeassociatedwiththechoiceoftheobservedclimatedataset,anditwascomparedtotheenvelopeoriginatedfrom57climatechangeprojectionsfromacombinationofnineteenGCMsandthreeGGES.Thedifferencesamongtheobservedclimatedatasetssignificantlycontributedtotheuncertaintyenvelope.Overall,wesuggestthattheclimatechangeimpactstudiesthatusefutureprojectionsbias-correctedonaclimatedatasetofland-basedstationsshouldbeinterpretedwithcaution.KeywordsSWAT;Uncertainty;Bais-correction;Climatechange;CMIP5;Hydrology

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Session K1: Climate Change Applications

Hydrological change projection in the North Carolina Piedmont watershedby SWAT and bias corrected NARCCAPYuriKim ,LawrenceBand1. ResearchAssociate.Email:[email protected](correspondingauthor)2. VoitGilmoreDistinguishedProfessor.

AbstractThisstudyfocusedonsimulatingfuturehydrologicchangesensitivitybysynergisticaswellasde-convolvedeffectsofCO incrementandprojectedclimateintheNorthCarolinaPiedmontwatershed.Asclimatesimulationdata,asetofnestedglobalandregionalcirculationmodel(GCM-RCM)precipitationandtemperaturefromtheNorthAmericanRegionalClimateChangeAssessmentProgram(NARCCAP)wereevaluatedforhistoricaltimeperiod,1971~2000,beforeapplyingtothehydrologicmodel,theSoilandWaterAssessmentTool(SWAT).GeneralprecipitationbiasesoffiveselectedNARCCAPoutputareunderestimationinfallandoverestimationinspringandwinter.NARCCAPtemperatureshowscoldbias,especiallyindailymaximumtemperature.Afterapplyingtwosimplestatisticalbiascorrectionsmethods,theLOCalIntensity(LOCI)scalingmethod(Schmidlietal.,2006)forprecipitationandFourierfunctionsfortemperature,NARCCAPoutputsshowedsignificantreductionofseasonalbiasesexceptforafewextremeevents.Applicationofhistoricaltimeoriginalandbias-correctedNARCCAPtotheSWATalsoshowedthatbias-correctedNARCCAPproducedmorereliablestreamdischargethanoriginalNARCCAP.ProjectedNARCCAPprecipitationissimilarorhasasmallincreasewithatemperatureincreasingby1–5°Cin2041–2070inNorthCarolinaPiedmont.UnderprojectedclimateandCO condition,evapotranspiration(ET)wassimulatedtoincreasenoticeablyespeciallyinwinterandspringwhilewateryield(WY)showedvariouschangingpatterns,withgreatdependenceonCO andprecipitation.ThehighestWYwassimulatedbycombinationofincreasingCO andprojectedprecipitationwhileprojectedtemperaturealonesimulatedthelowestWY.SWATsimulationresultsshowedthatitisnecessarytoincorporateinteractionsofCO andclimatechangetosimulatefuturewateravailabilityinNorthCarolinaPiedmont.KeywordsSWAT;NARCCAP;statisticalbiascorrection;CO2increment;NorthCarolinaPiedmont

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Session K1: Climate Change Applications

Mapping Ground Water Recharge Rates in Southwest Michigan underMultiple Future Climate SimulationsGlennO'Neil1. GISSpecialist,InstituteofWaterResearch-MichiganStateUniversity.Email:[email protected](correspondingauthor)

AbstractThisstudyusedtheSoilandWaterAssessmentTool(SWAT)tomapratesofgroundwaterrechargeundervariousprojectionsoffutureclimateinSouthwestMichigan.ThefollowingfiveriverbasinsweremodeledwithSWAT:theKalamazoo,thePawPaw,theheadwatersoftheSt.Joseph(ofIndianaandMichigan),theThornapple,andUpperDowagiac.Eachmodelwasdevelopedusingobservedweatherdatafrom1995to2010,whichwereoriginallyinterpolatedtogridpointsbyMaureretal.(2002).TobestsimulategroundwaterhydrologywithinSWAT,themodelswerecalibratedatmultipleUSGSstreamgagestobaseflowconditions.Themodelswerealsoadjustedtoalignwithpublishedratesofevapotranspiration,publishedestimatesofbaseflowseparation,irrigationratesreportedtoMichiganDepartmentofEnvironmentalQuality,andcounty-levelcropyieldestimates.Themodelswerethenrunforwardwithfutureclimatedataorganizedanddown-scaledbyHayhoeetal.(2013)tothegridpointsgeneratedbyMaureretal.Theseclimateprojectionsincluded10differentmodels,eachundertwotothreedifferentscenarios(A1B,A1fi,A2,B1).SWAToutputsprojectedoverallincreasesingroundwaterrechargeratesthroughtheendofthecentury,mainlyattributabletoincreasesinprecipitationwithinthedifferentclimatescenarios.However,rechargeratesincreasedsharplytowardstheendofthecenturyinclimatescenariosinwhichCO2isprojectedtobehigh(A1fi).Thesehigherrateswereattributabletodecreasesinprojectionsofevapotranspiration,whichwereduetodecreasingleafconductanceasCO2levelsrose.Keywordsgroundwater,recharge,climatechange,Michigan

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Session K1: Climate Change Applications

Quantifying the Effects of Climate Change on Runoff, Sediment andChemical Losses for Different Watershed SizesCarlingtonWallace ,DennisFlanagan ,BernardEngel1. PhDCandidate,PurdueUniversity.2. ResearchAgriculturalEngineer,USDA-ARS.Email:[email protected](correspondingauthor)3. ProfessorandHead,AgriculturalandBiologicalEngineering,PurdueUniversity.

AbstractAssessingthesensitivityofagriculturalwatershedstopossiblechangesinfutureclimateisimperativewhendevelopingappropriatemanagementpractices.Despitenumerousstudiesontheimpactofclimatechangeatdifferentlocalandregionalscales,itisstillnecessarytoevaluatetheimpactofthesechangesonhighlyagriculturalwatershedswithmodifiedhydrologiclandscapes.LikemuchoftheMidwest,thehydrologyinnortheasternIndianaisdominatedbysubsurfacetiledrainagesupplementedwithsurfacedrainageofcloseddepressions(potholes).Thecloseddepressionsaresiteswithinthelandscapeformedfromglaciation,andinwhichrunoffwatertendstocollectbecausethereisnonaturaloutlet.Inordertomaximizecropproduction,farmersofteninstalltilerisers(averticaltubethatconnectsthebottomofthelowpointofacloseddepressionwiththesubsurfacetiledrainagenetwork)todrainthecloseddepression.AccordingtotheUnitedStatesGlobalChangeResearchProgram(USGCRP),precipitationintheMidwestislikelytofallmorefrequentlyinheavydownpours(projectedtooccurtwotothreetimesasoftenby2100).Thedurationandintensityofprecipitationeventswillhavedirectinfluenceonsurfacerunoff,whichoftentransportssediment,pesticideandnutrientstoriversandstreams.However,thisinfluencecouldbemoreseverinagriculturalwatershedswithsignificantlymodifiedwatershedhydrology.Inthisstudy,theSoilandWaterAssessmentTool(SWAT),anddownscaledweatherdatageneratedusingtheMarkSimweatherfilegeneratorwasusedtoevaluatethepotentialimpactofchangesintemperature,rainfallandsolarradiationonstreamflow,sedimentandchemicallossesinthehydrologicallymodifiedCedarCreek,F34,AXLandALGwatershedslocatedinnortheasternIndiana.Keywordsclimatechange,MarkSim,modeling,SWAT,waterquality

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Session K2: Model Development

Comparative Analysis of Spatial Resolution Effects on Standard and Grid-based SWAT ModelsGarettPignotti ,HendrikRathjens ,CibinRaj ,VamsiVema ,IndrajeetChaubey ,MelbaCrawford1. GraduateStudent,PurdueUniversity.Email:[email protected](correspondingauthor)2. PostdoctoralResearcher,PurdueUniversity.3. PostdoctoralResearcher,PurdueUniversity.4. GraduateStudent,IITMadras.5. Professor,PurdueUniversity.6. Professor,PurdueUniversity.

AbstractTraditionalspatialrepresentationoftheSoilandWaterAssessmentTool(SWAT)utilizescommonsoil,landuse,andslopewhendiscretizingalandscape.Whilecomputationallyefficient,suchanapproachreliesuponroutinglandscapeprocessesatthesubwatershedscale,therebyignoringspatialinteractionamongadjacentlandscapeunits.Toovercomesuchlimitations,agrid-basedversionoftheSWATmodel,SWATgrid,wasdevelopedtoperformlandscapesimulationonaregularizedgridandemployamodifiedlandscaperoutingalgorithmtospatiallyconnectthemduringrouting.However,SWATgridremainslargelyuntestedwithlittleunderstandingoftheeffectofuserdefinedgridcellsize.Moreover,increasesincomputationtimeeffectivelyprecludedirectcalibrationofSWATgrid,insteadnecessitatingparametertransferfromastandardSWATmodel.Therefore,togaininsightintodefininganappropriaterangeofspatialresolutionsforfutureSWATgridapplication,thisresearchconsiderstwoobjectives:1)effectofinputdataspatialresolutiononmodeloutput,and2)effectofscaleoncalibratedparameterdistributions.BaselineSWATinputdata,nominallyat30m,wasrescaledforarangeofresolutionsupto1,000m.ImpactsofinputdataspatialscalewereconsideredbycalibratingastandardSWATmodelandholdingcalibratedparametersconstant.StandardandgriddedSWATmodelswerecomparedrelativetosimulatedhydrologyandwaterqualityovercoarsenedscalesasdefinedbytherescaledinputdata.Differencesinpredictionswereanalyzedwithrespecttobothmodeltypeandresolution.Conversely,parametersensitivitytoscalewasevaluatedbyindividuallycalibratingstandardmodelsatallresolutionsandexaminingparametercongruencyordivergence.Resultsindicatethat:1)thegriddedapproachunderpredictssimulatedstreamflowrelativetobothobservedandsimulateddatafromstandardSWAToutputand2)parametersmaybetransferableuptoagridsizeof90m.Overall,resultsfromthisanalysisservetobetterdefineoptimalapplicationsoftheSWATgridmodelaswellserveasageneralguidelineindeterminingidealspatialresolutionsforfuturesimulations.Keywordsgrid;resolution;calibration

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Session K2: Model Development

Improved physical representation of vegetative filter strip in SWATRajCibin ,IndrajeetChaubey ,MathewHelmers ,KPSudheer ,MikeWhite ,JeffreyArnold1. Postdoctoralresearchassociate,DepartmentofAgriculturalandBiologicalEngineering,PurdueUniveristy.Email:[email protected](correspondingauthor)2. DepartmentofAgriculturalandBiologicalEngineering;DepartmentofEarth,AtmosphericandPlanetarySciences;DivisionofEnvironmentalandEcologicalEngineering,PurdueUniversity,WestLafayette.3. DepartmentofAgriculturalandBiosystemsEngineering,IowaStateUniv.,Ames,IA,USA.4. DepartmentofCivilEngineering,IndianInstituteofTechnologyMadras,Chennai–600036,India;DepartmentofAgriculturalandBiologicalEngineering,PurdueUniversity,WestLafayette,IN,USA..5. USDA-ARSGrassland,Soil,andWaterResearchLaboratory,Temple,Texas,USA..6. USDA-ARSGrassland,Soil,andWaterResearchLaboratory,Temple,Texas,USA..AbstractQuantificationofeffectivenessofconservationpracticesiscriticalinprecisionconservationplanning.VegetativeFilterStrips(VFS)isapopularconservationpracticeinUSA,installedattheedgeofagriculturalfieldstoreducesedimentandnutrientlossesfromintensivelymanagedagriculturalareas.SoilandWaterAssessmentTool(SWAT)iswidelyusedtoquantifytheenvironmentaleffectsofVFS.IncurrentSWATmodel,VFSareaisconsideredasconceptualareawithregressionmodelstorepresentitseffectivenessinimprovingwaterquality.ThisstudyisaimedtoimprovethephysicalrepresentationofVFSinSWATmodeltoimproveecohydrologicprocessrepresentationandtoquantifybiomassproductivityofVFSarea.TheproposedframeworkcreatesexplicitVFSareaandenablesroutingofwater,sedimentandnutrientsfromsourceareathroughtheVFSarea.Additionally,itmakestheinfiltratedwaterandnutrientsavailableforcropuptakeintheVFSarea.TheproposedimprovementsareimplementedinSWATmodelbymodifyinginputfilesthroughMatlabscriptsandalsobychangingSWATfilterstripalgorithmtoenablerouting.ThedevelopedframeworkistestedwiththreepairedwatershedstudieswithandwithoutedgeoffieldVFSintheCentralIowa.TheresultsindicateimprovedphysicalrepresentationofVFSinSWATmodel.KeywordsVegetativefilterstrips,SWATmodel,EnergycropBMP,nonpointsourcepollution,conservationmeasures.

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Session K2: Model Development

Coupling aquatic nutrient simulation module (NSMI) and SWAT modelZhonglongZhang ,XinzhongDu,BillyJohnson1. Sr.Scientist.Email:[email protected](correspondingauthor)AbstractThispaperpresentsthedevelopmentofaquaticnutrientsimulationmodule(NSMI)anditscouplingwithSWATmodel.TheNSMI,developedbytheEnvironmentalLaboratoryofEngineerResearchandDevelopmentCenter,isa“plugin”waterqualitymoduleforexistinghydrologicandhydraulicmodels.TheNSMImodelsalgaeandbenthicalgae,simplifiednitrogen,phosphorusandcarboncycles,organicmatter,carbonaceousbiochemicaloxygendemand,dissolvedoxygenandpathogenusing16statevariables.WaterqualitystatevariablesincludedinNSMIcanbeindividuallyactivatedordeactivated.VariouskineticprocessesandequationsinNSMIhavebeencriticallytestedandverifiedbefore,andthefocushereisonitscouplingwithSWATandarealworldprojectevaluation.TheSWAT-NSMIwasappliedtotheLittleriverwatershedfortheassessmentofinstreamflowwaterquality.Keywordsnutrientsimulationmodule,waterquality,SWAT

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Session K3: Sensitivity Calibration and Uncertainty

Comparison of multiple point and single point calibration performance forthe Saginaw River WatershedFariborzDaneshvar ,A.PouyanNejadhashemi ,MatthewHerman1. PhDStudent,MichiganStateUniversity.Email:[email protected](correspondingauthor)2. AssociateProfessor,MichiganStateUniversity.3. PhDStudent,MichiganStateUniversity.

AbstractTheSoilandWaterAssessmentTool(SWAT),whichisacomprehensivephysicallybasedmodelforwatershed/waterqualityassessment,usesseveralinputsincludingsoil,elevation,slope,landuseandclimatedata.TheparametersusedbySWAThavetheirowndefaultvalueswhichmustbemodifiedforeachdevelopedmodelduringthecalibrationprocess.Inthisstudy,wecalibratedaSWATmodelfortheSaginawriverwatershed,whichisthelargestsixdigitHydrologicalUnitCode(HUC-6)inMichiganwithmorethanthirteenthousandsreaches.Furthermore,thisregionisdefinedasanareaofconcernbytheEnvironmentalProtectionAgency(EPA).Twoapproacheswereusedforstreamflowcalibration:1)usingasinglecalibrationpointclosetothewatershedoutletand2)usingeightobservationpointsandperformingamulti-stepcalibration.ThreestatisticalcriteriaincludingNash–Sutcliffemodelefficiencycoefficient(NSE),percentbias(PBIAS)androotmeansquareerrortothestandarddeviationofobservationdata(RSR)wereusedtoevaluatethestreamflowcalibrationprocess.Usingsinglepointcalibration,assumesthattheentirewatershedhasthesameconditionsandthechangesmadetothedefaultparametervalueswillbeappliedeverywhere.Incontrast,multiplepointcalibrationsplitstheregionintosmallerareaswhicharecalibratedseparately.Thisallowsustoapplydifferentsetsofparametervaluesforeachareawithintheregion.Resultsshowedthatthesecondapproachwilloutperformthecalibrationprocessandwillallowustocapturespatialvariationswithinthewatershed.KeywordsSWAT,Watershedmodeling,Saginaw,Calibration

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Session K3: Sensitivity Calibration and Uncertainty

Evaluating weather observations and the Climate Forecast SystemReanalysis as inputs for hydrologic modeling in the Hawaiian IslandsKimFalinski ,AuerbachDan ,OlesonKirsten ,EastonZachary ,FukaDaniel1. Researchassistant,UniversityofHawaiiatManoa.Email:[email protected](correspondingauthor)2. Post-docresearch,EPA.3. AssistantProfessor,UniversityofHawaiiatManoa.4. Professor,VirginiaTech.5. Post-docresearcher,VirginaTech.

AbstractCorrectlyrepresentingweatheriscriticaltohydrologicalmodeling,butscarcepublicallyavailable,inconsistent,orpoorqualityobservationscanpotentiallycompromisehydrologicmodelaccuracy.Reanalysisdatasetsmayhelptoaddressthisbasicchallenge.TheClimateForecastSystemReanalysis(CFSR)datasetprovidescontinuousrecordsfrom1979totoday,andhaveproducedsatisfactoryhydrologicalmodelperformanceintropicalmontanePuertoRicobetweentheCaribbeanSeaandtheNorthAtlanticOcean,aswellassometemperateandmonsoonallocations.However,theuseofCFSRforhydrologicalmodelingintropicalbasinsinthePacifichasnotyetbeencarefullyevaluated.FortheislandsofKauaiandHawaii,wecomparemodelperformancebasedonCFSRrecordswithperformancebasedonpubliclyavailableweatherstationsintheGlobalHistoricalClimateNetwork(GHCN)andtheUnitedStatesGeologicalSurvey(USGS).AutocalibrationofindividualSWATmodelsforeachoftheavailableUSGSstreamgagebasinswasperformedagainsteachoftheavailableweatherdatasets.Thisstudydemonstratestheneedtoevaluateavailableweatherinputs,whileintroducingtheCFSRasalowerthresholdtoevaluatehydrologicalmodelperformance.Keywordsweatherdata,CFSR,autocalibration,Hawaii

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swat.tamu.edu/conferences/2015-purdue