18
Plug-in Hybrid & Electric Vehicle Research Center Institute of Transportation Studies ◦ University of California, Davis 1605 Tilia Street ◦ Davis, California 95616 PHONE (530) 752-6548 ◦ FAX (530) 752-6572 www.its.ucdavis.edu Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review September 2017 Scott Hardman, Alan Jenn, Gil Tal, Jonn Axsen, George Beard, Nicolo Daina, Erik Figenbaum, Niklas Jakobsson, Patrick Jochem, Neale Kinnear, Patrick Plötz, Jose Pontes, Nazir Refa, France, Tom Turrentine, & Bert Witkamp

Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

  • Upload
    others

  • View
    5

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

Plug-inHybrid&ElectricVehicleResearchCenter

InstituteofTransportationStudies◦UniversityofCalifornia,Davis

1605TiliaStreet◦Davis,California95616

PHONE(530)752-6548◦FAX(530)752-6572

www.its.ucdavis.edu

Considerationsforthedevelopmentofplug-inelectricvehiclecharginginfrastructureforconsumers-Areview

September2017

ScottHardman,AlanJenn,GilTal,JonnAxsen,GeorgeBeard,NicoloDaina,ErikFigenbaum,NiklasJakobsson,PatrickJochem,NealeKinnear,PatrickPlötz,JosePontes,NazirRefa,France,Tom

Turrentine,&BertWitkamp

Page 2: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

2

Considerations for the development of plug-in electric vehiclecharginginfrastructureforconsumers-Areview Authors:ScottHardman1,AlanJenn2,GilTal3,JonnAxsen4,GeorgeBeard5,NicoloDaina6,ErikFigenbaum7, Niklas Jakobsson8, Patrick Jochem9, Neale Kinnear10, Patrick Plötz11, JosePontes12,NazirRefa13,FrancesSprei14,TomTurrentine15,&BertWitkamp161UniversityofCalifornia,Davis,[email protected],Davis,USA,[email protected],Davis,[email protected],Canada,[email protected],UK,[email protected],UK,[email protected](InstituteofTransportEconomics),Norway,[email protected],Swedenniklas.jakobsson@chalmers.se9KarlsruheInstituteofTechnology,Germany,[email protected],UK,[email protected],Germany,[email protected],[email protected],Netherlands,[email protected],Sweden,[email protected],Davis,[email protected],[email protected](PEVs)needtobeadoptedbylargenumbersofconsumerstohaveasignificant impact on urban air pollution, climate change, and resource depletion. TheadoptionofPEVsispartiallydependentontheavailabilityofPEVcharginginfrastructure.ThedevelopmentofthisinfrastructureneedstobecarefullyconsideredsothatitservestheneedsofPEVbuyersandencouragesmoreconsumerstopurchasethevehicles.Thisarticledrawsfromdatainthecurrentliteraturetomakerecommendationsoncharginglocation,charginglevels (level 1, 2, DC fast), access and payment for charging, pricing, dependability ofinfrastructure,chargemanagement,andnumberofchargingstations.ToensurePEVmarketentryissuccessfulinfrastructurewillbeneededathomelocations,workplaces,andinpubliclocations.Charginglevelshouldbebasedonlocation,withhomeandworkbeinglevel1or2,and public being level 2 or DC fast. Charge stations should be interoperable so that allconsumerscanaccessthem,andthereshouldbeacosttochargetopreventunnecessarychargingandcongestionofchargers.Chargingshouldbemanagedwithsmartchargingorpricingtariffsthatpreventpeakdemandcharging.Finally,thenumberofchargingstationsneededinaregionwilldependonseveralfactorsincludingPEVmarketshare,travelpatterns,andhousingtypes.

Page 3: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

3

1. IntroductionPlug-in electric vehicles (PEVs) aremore efficient and less polluting than themajority ofinternalcombustionenginevehicles(ICEVs)1–3.Theywillneedtoincreasemarketsharestohaveanimpactonurbanairpollution,energyconsumption,andclimatechange.Thesuccessofthetechnologyispartiallyreliantonthedevelopmentofrecharginginfrastructure.WhilePEVscanberechargedfromstandardplugsockets,thesesocketchargePEVsslowlyandarenotalwayseasilyaccessiblebyvehicles.Developing,dedicatedinfrastructurewillencouragemore consumers to purchase PEVs and allow them to drivemore electricmiles 4–15. Thedevelopment of this infrastructure should be carefully considered so that the benefits ofinfrastructure development can be maximized. PEV charging infrastructure should bedeveloped by policy makers, OEMs, utilities, workplaces, housing developers, charginginfrastructure companies, and anyother stakeholders. Policymakers have someability inensuring the correct infrastructure is deployed and can regulate how infrastructure isdeployed.TherearecurrentlynostudiespublishedthatreviewexistingresearchtoprovideinformationontheconsiderationsforthedevelopmentofPEVrecharginginfrastructure.Thispapers’contributionismostholisticoutlineofthisliterature.Ittakesevidencefromstudiesthatusequestionnairesurveys10,16–24, interviews12,25,GPSdatafromICEVs26–32,GPSdatafromPEVs33–36,datafromelectricvehiclesupplyequipment(EVSE)37–41,andfromstudiesthatconstructmodelsbasedonnationalorregionaltravelsurveys(e.gCaliforniaHouseholdTravelSurvey)42–44.2. LessonsfromAcademicResearch&EmpiricalDataIn the following sections this paperprovides information from studies on charging levels,chargepointlocation,chargepointaccessandpayment,costtocharge,considerationsforhouseholdswithoutoffstreetparking,therequirednumberofchargingstations,chargepointdependability, chargemanagement,and implications forpublic transit. Table1 shows theauthors,yearofpublication,locationofstudy,methodsused,andkeyfindingsofthestudiesusedinthisreview.

Page 4: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

4

Table 1: Studies used in this paper by author, year, location, methods used, and the key findings of thepublication.

Author(s) Year Location Methods KeyfindingsAxsenandKurani 2013 USA QuestionnaireSurvey Developingmoreinfrastructuremayalleviate

buyerconcernsaboutPEVdrivingrange.Axsenetal. 2011 USA QuestionnaireSurvey MostPHEVrechargingcouldoccuratpeaktimes.

ConstrainingchargingtooffpeaktimeswillresultindeeperGHGemissionreductions.

Azadfaretal. 2015 Europe LiteratureReview Uncontrolledchargingwillleadtoincreasedpeakloads.Lowercostoffpeakchargingcouldpreventthis.

Babrowski,etal. 2014 Europe Modelling Uncontrolledchargingcouldputstrainonthegrid.Controlledchargingcouldbebeneficial.

BjornssonandKarlsson

2015 Sweden GPSData(ICEVs) Optimalbatterysizediffersdependingonusepattern.Workplacechargingisanimportantpublicinfrastructure.

Burnhametal. 2017 USA LiteratureReview Chargemanagementisneededtoavoidpeakpowerdemandissues.StationsshouldbeinteroperableandcompatiblewithallPEVs.

CaliforniaAirResourcesBoard

2017 USA EVSEData Mostchargingoccursathome,followedbywork,thenDCfastandpubliclocations

CaperelloandKurani 2013 USA Interviews AwayfromhomechargingisneededtogrowPEVmarkets.Driversneedtobemadeawareofinfrastructure.Rulesorpricingisneededtopreventchargepointcongestion.

Dongetal. 2014 USA GPSData(ICEVs) eVMTcanbeincreasedbypublicinfrastructure.Inmostlocationslevel1infrastructureispreferableduetoitslowcosts.DCwillbeneededontravelcorridors.

DunckleyandTal 2016 USA QuestionnaireSurvey MostPEVdriverschargeonlyathome,withsomechargingathomeandwork.DriverswhohaveToUtariffsusedelayedchargingtochargetheirPEVs.

Figenbaum 2015 Norway QuestionnaireSurvey 75%ofhouseholdshaveprivateparkingandcharging.BEVchargingonlyadds15%tohouseholdenergyuse.

FigenbaumandKolbenstved

2016 Norway QuestionnaireSurvey BEVownersuseICEVsforlongerjourneys.WorkplacechargingencouragesconsumerstopurchasePEVs.DCfastchargersareneededontravelcorridors.Level2chargersareneededatpubliclocations.

FrankeandKrems 2013 Germany GPSData(PEVs) Driverspluginonaverage3timesperweekanddriveonaverage38kmperday.Homechargingaccountsfor83.7%ofchargingevents.PublicchargingisindispensableforPEVdrivers.

FunkeandPlötz 2017 Germany Modelling 500optimallylocatedfastchargerscouldsupport500,000PEVsinGermany.

Garcia-Villalobosatal.

2014 LiteratureReview Uncontrolledchargingwillputstrainonthegridduetochargingoccurringatexistingpeaks.Offpeakortimeofusechargingispreferentialbutcouldcreateapeakatthebeginningoftheoff-peaktime.Smartchargingisthemosteffectivewaytocontrolcharging.

Gnannetal. 2016 Germany DrivingDiaries 10fastchargersareneededforevery1000PEVsinGermany.MostDCfastchargingwilloccur

Page 5: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

5

from4pm-7pmwhichisduringtheeveningpeakdemand.Thiscouldcauselocalgridissues.

Goebel 2013 USA QuestionnaireSurvey SmartchargingvoidstheproblemsofchargingPEVsduringeveningpeak.

Graham-Roweetal. 2012 UK QuestionnaireSurvey InfrastructureinvestmentisneededtoconvinceconsumerstopurchasePEVs.

Heetal. 2016 China Modelling Chargingstationsshouldasconvenienttoaccessaspossible.

IdahoNationalLaboratory

2015 USA EVSEData Mostchargingoccursathome.AwayfromhomechargingcanincreaseeVMT.TOUtariffsareeffectiveinshiftingchargetimetooffpeakhours.

Jakobssonetal. 2016 Sweden GPSData(PEVs) MostconsumerscanusePEVsonmostsays.PEVdriversneedtoadopttheirtravelon0-3.6dayspermonth.

Jakobssonetal. 2014 GermanyandSweden

GPSData(ICEVs) TwocarhouseholdsmaybebettersuitedtoPEVadoptionasICEcanbeusedforlongertrips.

Jietal. 2015 USA Modelling LowrangeBEVchargingdemandismainlywithintheregionandmetroareas.LongrangeBEVswouldshiftchargingtolongdistancetravelcorridors.

Jochemetal. 2015 Germany Modelling 77optimallylocatedchargingstationscouldcover3569kmofautobahnfor100kmrangeBEVs

Kellyetal. 2012 USA QuestionnaireSurvey Chargingeventsmayoccurattimesthatarealreadytimesofpeakpowerdemand.Thiscouldhavenegativeimpactsonthegrid.

Kullingsjoetal. 2013 Sweden GPSData(ICEVs) OEMsshouldintroduceBEVsandPHEVswithseveraldifferentbatterysizes.PHEVsshouldbepromotedbeforegridsaredecarbonized,BEVsshouldbepromotedwhengridsaredecarbonized.

Morrisseyetal. 2016 Ireland EVSEData Mostconsumersprefertochargeathomeduringtheexitingpeakperiod.Carparksandparkinggarageswerethemostpopularpubliccharginglocations.Fastchargersreceivedthehighestusefrequencies.

Neaimehetal. 2015 UK EVSEData HavingamextensivenetworkofPEVcharginglocationscanalleviategridimpactsbyensuringPEVchargingisspatialandtemporallydiverse.

Nicholasetal. 2017 USA EVSEData DCFastchargingoccursclosertohomethanpreviouslyexpected,especiallywhenitisfree.FreeDCfastchargingmayshiftchargingfromhometoDCfastchargers.DCfastchargingshouldbepaid.

Nicholasetal. 2011 California GPSData(ICEVs) Publicinfrastructurewillbeneededfor3.4%-8.3%ofPEVjourneys.Thisrepresentbetween30%and45%ofVMTthough,duetothesebeinglongdistancetrips.

Nicholasetal. 2016 California GPSData(PEVs) PHEVswithc.40milesofrangeachievesimilareVMTasNissanLeafs.ForallPEVsmostchargingeventsoccurathomeforall.Level2publicchargingisalsoneeded.Mostchargingoccursat5pm-12amwithoutTOU.TOUtariffsshiftthisfrom12am-8am.

Page 6: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

6

Nicholasetal. 2013 California QuestionnaireSurvey 300milerangeBEVscancompletealmostalltravel.100mileBEVswillneedlocalinfrastructure.200mileBEVswillneedinterurbancharging.

Nicholasetal. 2014 California QuestionnaireSurvey Freechargingatworkcanresultinunnecessarychargingandchargepointcongestion.Thiscanhaveanegativeimpactonpurchaseintentions.Workchargingshouldbepaid.

Nicholasetal. 2017 USA GPSData(PEVs) NissanLeafdriversdon'tdolongtrips(overtherangeoftheirvehicle)awayfromhome.Tesladriversdolongtripsawayfromhome.MorepublicDCfastchargingisneeded.

Pearreetal. 2011 USA GPSData(ICEVs) Increasedelectricitydemandislessproblematictogridsthanpreviouslythought.Thisisduetodriversgraduallyplugging-inintheeveningbetween5pm-12am.Howeversmartchargingispreferableasitwouldshiftchargingtooffpeaktime.

PlötzandFunke 2017 Germany QuestionnaireSurvey DevelopmentofpubliccharginginfrastructurecanincreaseeVMTofPHEVsandBEVs.WithhomechargingandpublicinfrastructurefleeteVMTcouldbe95%.

Plötzetal. 2014 Germany,Sweden,andCanada

GPSData(ICEVs)andQuestionnaireSurveys

Thenumberofdays’driverstravelmorethan100kmisfarlowerthandriversperceive.

Santinietal. 2014 USA GPSData(ICEVs) Infrastructureathomeandworkplacesshouldbedevelopedfirst.DCfastchargingshouldfollowthis.IntercityfastchargingmaybeneededbutitwouldbeunderutilizedbyshortrangeBEVs.

Schäubleetal. 2017 Germany GPSData(PEVs) UncontrolledPEVchargingcouldcauseanearlymorningpeak(7am-8am),latemorningpeak10am-11am,afternoonpeak1pm-2pm,andaneveningpeak5-6pm.

Scheyetal. 2012 USA EVSEData TOUtariffsareeffectinginchangingchargingbehaviour.

Shahrakietal. 2015 China GPSData(ICEVs) OptimallocationselectionofchargingpointscanincreasefleeteVMTby88%.

SkipponandGarwood

2011 UK QuestionnaireSurvey MorecharginginfrastructurewouldmakeconsumersmorewillingtopurchaseaPEV.Afterhomechargingworkplacechargingwasrankedthemostlikelytoinfluencepurchasedecisions.

Taletal. 2014 California QuestionnaireSurvey LowrangePHEVsachievelesseVMTduetotheshortrangeandbecausedriversdonotplugin.AdditionofworkchargingcanhavesignificantimpactoneVMT.

Taletal. 2013 California QuestionnaireSurvey BEVsdrivelowermilesperyearthanICEVs.AreasonforthisisbecauseofthelackofDCFastcharginginfrastructure

Weiller 2011 USA Modelling PHEVchargingwillonlyputmodestpressureongrids.ChargingawayfromhomeisneededtoincreasetheeVMTofPHEVs.ThismayincludehavingtochargePHEVsduringpeaktimes.

Xydasetal. 2016 UK EVSEData Mostchargingoccursbetween9am-3pmatthestationsconsideredinthestudy

Page 7: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

7

Yangetal. 2015 China QuestionnaireSurvey Chargingstationlocationandchargetimehaveasignificantimpactonconsumerdecisionprocesses.Consumersselectstationswiththeshortestchargetimethanareclosetotheiroriginandalongtherouteoftravel.

Zhangetal. 2011 USA QuestionnaireSurvey Homechargingcouldresultinapeak6pm-9pm.PEVchargingshouldbedelayedtooffpeaktimes.

2.1. ChargingLevelsDependingonthecharginglevelitispossibletochargeaPEVatdifferentspeeds(Table2).Theslowestchargeisfromlevel1chargers.Level1chargingisonlydoneinnationswith110-120vgridpower(e.gUSA).UsingstandardplugsocketsthesechargeaPEVwith100milesofrangeinaround24hoursandaremostlyusedforovernightchargingathome.Level1canalsobesufficientatworkplacesduetolongdwelltimesofvehicleshere28.Level2(208-240v)charginghasawiderangeofchargingspeedsbasedonthechargingequipmentusedandthevehiclecapability.Level2 infrastructurecanchargeaPEVwith100milesof range in4-12hours.Dedicatedchargepointsaretypicallyneededforlevel2chargersinUSA.InEurope,Australia,mostofAsia,andmostofSouthAmerica,level2chargingisthestandardlevelfromdomesticplugsockets.Level2chargersareofteninstalledathomes,workplaces,andinpubliclocations 45. DC fast chargers charge PEVs in the fastest possible time. They are alsoconsiderablymoreexpensivethanlevel2chargers(sometimestentimesmore)38.Theyhaveveryhighpowerdemands,duetothehighkWpoweroutputsofthechargepoints,thereforeitmaynotbewisetoconsider theseas themainchargingoption formostPEVs46.ThesechargersshouldbeinstalledinlocationswhereconsumersneedtorechargetheirPEVquickly,such as on travel corridors. In Europe chargers are also designated based on theircommunicationprotocol.Eithermode1,2,3,or4charging ispossible47.Thistopic isnotconsideredinthispaper.

Therearealsoseveraltypesofchargepointconnectors.MostPEVsuseastandardizedconnectorforlevel2charging(J1772).ForDCfastcharging,severaldifferentconnectorsarecurrentlyinuse(e.gCHAdeMO,CCS).MostPEVscanusethesechargers(sometimeswithanadapter)butTeslafastchargers(alsoknownasSuperchargers)areonlyaccessiblebyTeslavehicles.Anylackofcompatibilitypreventsconsumersfromaccessingallcharginglocations.InSpain,allchargepointsarerequiredbylawtohavemultiplechargepointconnectortypes.EvenwhenOEMsinstalltheirownchargepoints,theymustinstallchargeconnectorsforallPEVsfromallotherOEMs.

Table2:Differentlevelsofcharging,thepowerassociatedwiththeselevels,typicallocationsandthetimetocharge100miles.Level Voltage,Amps Typicallocation Timetocharge100miles

Level1 110v,20A, Home 24hours

Level2 240v,20A Home,Work,Public 10hours

Level2 240v,100A Work,Public 2hours

DCFast 240v-480v,2or3phase20A-200AAC

Corridor <15minutes

Page 8: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

8

2.2. ChargepointactivityandlocationsChargingopportunitiesarederivedfromPEVowners’ travelpatterns.Therearefourmainlocationsatwhichchargingoccurs;1)atornearhome(usuallyovernight),2)atworkplacesorcommutelocations(e.g.atransithub),3)atpubliclyaccessiblelocationsotherthanwork(e.ggrocerystores,shoppingmalls),and4)ontravelcorridorswheredriversstopbetweenthetriporiginanddestinationduringlong-distancetravel19,36–38.Thelocationofachargingeventisoftencorrelatedwithasingleusecase.However,inmanycasesthesamechargingstation is used formanydifferent uses. A chargermaybe a public charger for somePEVdrivers,whileforothersitisatravelcorridorcharger,oraworkplacecharger33,46.

Around 75-85% of all PEV charging occurs overnight at home 34,39. Having access tochargingathomehasbeenfoundtobethemostinfluentialchargelocationinencouragingconsumers to purchase PEVs 20,23,33,48. Home location charging can include private chargepoints and public charging infrastructure in residential areas.Work or commute locationcharging is the most frequently used infrastructure after home charging 19,20,22,27. WhenpeoplecommuteintheirPEVaround15-25%ofchargingoccursatwork.WorkcharginghasbeenshowntoincreaseeVMTandcanencouragemoreconsumerstopurchasePEVs19,20,22.Public and corridor charging stations are the least used infrastructure type. Single digitpercentages (around 5%) of charging events occur at these locations. However, thesechargingeventsarestillimportantbecausetheyareusedforlongerjourneysandasasafetynetforotherchargingoptions23,28,46,49,50.IntheearlystageofPEVmarketentrypolicymakersmayhavetosupporttherolloutofpublicandcorridorcharginginfrastructureas,duetothelow number of PEVs, theremay not be a viable business case. Chargers should becomeprofitableasPEVsincreasemarketsharesandusetheinfrastructure.

Publicandcorridorchargepointsshouldbesituatedatlocationswheredriversalreadystop:nearrestareas,cafés,restaurants,shoppingmalls,etc.Inadditiontothesebeingareaspeoplevisittheyarelikelytobelocationsthatarecorrelatedwithexistinggridinfrastructurethatcouldsupportcharging.PlacementofDCfastcharginglocationsisdependentonwhichPEVsusetheinfrastructure.ForshortrangePEVsDCfastchargepointswillbeneededmostlyat intraurbanlocations.For longerrangePEVs(200milesandmore)chargepointswillbeneededmostlyatinterurbanlocations24,37,51.

WhenstakeholdersareconsideringthelocationofDCfastchargersdatacanbetakenfromseveralsourcesincludingGPStravelbehaviordata28,52,questionnairesurveydata42,48,andfromusedatafromDCfastchargers37.Dependingonthesourceofdatadifferentresultsforinfrastructureplanningmayemerge.Figure1showssignificantvariationinchargepointlocationdependingonthesourceofdata.ThisstudyuseddatafromGPStrackedICEVstomodeloptimalchargepointlocations,fromsurveydataofPEVbuyerswhowereaskedwhereatwhichlocationstheywoulddesireDCfastchargers,andfromEVSEdatawhichshowsactualusebehaviorofDCfastchargers.Thestudyshowsthatdesiredlocationsarethefurthestfromhome,optimallocations(basedonGPSdata)areslightlyclosertohome,andactualuseofDCfastchargersoccursfarclosertohomethanisdesiredorhasbeenmodelled.Forthisreason,stakeholders should use several sources of data if theywant tomake themost effectiveinfrastructureplanningdecisions.

Page 9: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

9

Figure1:Datafrom46showingthatthewayinwhichDCfastcharginginfrastructureisbeingusedisdifferentfromwhatwaspreviouslysuggestedbasedonstatedpreferencedataandfrommodels.

2.3. PricingandinteroperabilityConsumers typically need to use a membership card to access public charging stations.Currently,thereareseveraldifferentcharginginfrastructureproviders(sometimesmorethan20 different providers) in a region. If consumerswish to access all stations, theymay berequiredtoholdamembershipcardforeachcompany.Thissituationcancausesdifficultiesfor consumers and can be a barrier to purchasing a PEV 53. To reduce complexity forconsumerspolicymakersandcharginginfrastructurecompaniesshouldfindwaystoensurePEVowners canaccessanycharging station, regardlessofmembership status 54. ThishasbeendoneintheNetherlandsandPortugal,isarequisiteforpubliccharginginGermany,andhasbeenproposedasalegislationintheUK.PEVdriverswhodonothaveanymembershipstatus shouldalsobeable toaccess charge stations.This canbedonewith chargepointshavingphoneidentification(e.gAndroidPay,ApplePay,GoogleWallet)orcredit/debitcardreaders55.

Anothermajorbarrierforconsumersisthelackofclearinformationonhowpaymentswork 56. Payments for charging usually include one or more components: a onetimeconnectionfee,chargetimebasedpayments,kWhbasedpayments,orchargingcostbasedonparking cost. This is significantlydifferent from refuelinga conventional vehiclewhereconsumersareawareofexactlywhattheyarepaying,andhowmucheachunitoffuelcosts.AclearsystemthathelpsdriverstounderstandthecostperkWhandthederivedcostpermilewillhelpusersmakethebesteconomicdecisionregardingthetimeandlocationoftheirchargingevents.Finally,chargingspeed(level1,2,DCfast)isnotusuallyguaranteedandinmany cases not clearly marked. Charging stations should indicate this information toconsumers.2.4. CosttochargeAcommonpurchasemotivationandbenefit of owningaPEV is their lowoperating costscomparedtoICEVs57–63.ForPEVstoretainthisbenefitthecosttochargeaPEV,orcostper

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

0 50 100 150 200 250 300

Percen

tageofC

hargers

Distancefromhometodesiredcharger(miles)

CumulativeDistanceDistributionofDesired,ModeledandUsedChargersbyLEAFDrivers

DesiredDCFast:LeafSurvey

ModeledBEV100ChoicesScaledtoFrequencyUsedChargersforLeafs

Page 10: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

10

mile to drive a PEV, should be lower than that of an ICEV. Time of use (TOU) and smartchargingtariffscanbeusedtofurtherlowerthecosttochargeaPEV(exploredin2.7Chargemanagement). Inmany cases free charging is offered to consumers,while this canbe anincentivetopurchasethevehicles,itcanhavenegativeconsequences19,64.

BEVownersarelesslikelytousetheircariftheycannotdependonpubliccharging.Thisisparticularlyproblematicwhenchargepointsbecomecongested19.Inthesecases,theonlyPEVdrivers thatusethe infrastructureareoneswhocancompletetheirdaysdrivingwithout recharging. 19,51.According toNicholasetal. 19,51PEVownerswhowouldneedtochargetocompletetheirdailytraveldonotriskdrivingtheirPEViftheyperceivechargepointcongestiontobean issueor if theythinkchargepointscouldbe inoperable.Accordingtothosestudiesmostcasesoflowdependabilityareduetocongestionatthechargers,thoughlowdependabilitycanstemfrommissinginfrastructureorlowtechnicalreliability.Investinginmore infrastructuretoeliminatechargepointcongestioncanbecostlyandmaynotbepractical especiallywith DC Fast chargers. Pricing and policies that limit shifting of homechargingwithpublicchargingcouldbepartofthesolution.

Workplacechargingisoftenprovidedforfreeforreasonsincludingthedesiretoofferanemployeeperk, the lowbusinessvalueof charging, thehighcostofadministratingapaidsystem,andbecause itcanencouragePEVsales19,36,65.Freeworkchargingcanencourageconsumerstorechargeevenwhentheydonotneedtodoso.Thismaycausechargerstobecongested(meaningtherearemorePEVswantingtochargethantherearechargepoints),which shifts night charging to the daytime peak and causes businesses to install morechargers.Studieshaveshownthatpricingworkplacechargingtoasimilaramountashomechargingcanalleviatecongestionandpreventpeoplefromchargingwhentheydon’tneedto19,66.FreeDCfastchargingmayalsoencourageconsumerstochargewhentheydonotneedto. Consumersmay substitute overnight home charging for freeDC fast charging at peakpowerdemandtimes.ChargepointcongestioncanbeproblematicforPEVdrierswhoneedtousethefastchargers.DCfastchargingshouldonlybeusedbyconsumerswhentheyneedtochargetheirvehiclequickly33.Pricingcouldbeusedtomanagewhenconsumersusethesechargers.2.5. HouseholdswithoutoffstreetparkingInsomeregions,mosthouseholdshavetheirowndedicatedoff-streetparkingspaceonadrivewayorinagarage.ThisisthecaseinNorwaywhere75%ofhouseholdshavetheirowndedicatedparking67andinCaliforniawhereover80%ofnewcarbuyerscanparktheircarintheir garage or driveway 16,56. However, in many other regions (e.g China, Netherlands),driversareunabletodothis:theyparktheirvehiclesonthestreet,inoffstreetpublicparking,orinprivateparkinglots.Infrastructurewillbeneededfortheseconsumers,thisincludesonstreetcharging,charginginpublicparkingspaces,andcharginginprivateparkingspaces.IfinfrastructureisnotdevelopedfortheseconsumersthePEVmarketmaybeunabletogrowbeyondacertainsize,astheseconsumersmayperceivelackofchargingasasignificantbarriertothempurchasingaPEV5,21,68.2.6. NumberofpublicchargingstationsThe number of public charging stations required to support PEV charging depends uponfactorssuchasthenumberofworkplacechargers,accesstohomecharging(oftendictatedbyhousingtype),travelpatterns,andthemarketshareofPHEVsandBEVs.Figure2showsPEVstock,numberofslowchargers,andnumberofDCfastchargersinthetop10PEVnations.

Page 11: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

11

InNorway,anationwheremostconsumershavehomecharging,thereare61chargersper1000PEVs.TheUnitedStateshasasimilarnumberofconsumerswithoffstreetparking,andhas72chargersper1000PEVs.InChinaandtheNetherlandsmostconsumersdonothavehome charging access. In China, there are 217 charge points per 1000 PEVs and in theNetherlands,thereare239chargerpointsper1000PEVs.Theglobalaverageis153chargersper1000PEVs.This is97slowchargersper1000PEVs,and56fastchargers.StudiesfromGermanyhavesuggestedthatonly10DCfastcharge locationsareneededforevery1000PEVs17,18,69,thoughthisisdependentonoptimalplacementofthechargers.

Figure2:Numberofslow(level1-2)andDCfastchargers,andnumberofPEVsregistered inthetop10PEVmarkets.Thenumberofchargingstationsdiffersbetweenregions,andisrelatedtothenumberofPEVs,travelpatterns,housingtypeandotherfactorsassociatedwithlocalmarketconditions.

2.7. ChargemanagementTheearly introductionofPEVs isunlikely tohavenegative impactsonthegridduetotherelatively low numbers of vehicles being charged 43,70,71. With greater numbers of PEVs,chargingmayneedtobemanagedtoensureitdoesnotnegativelyimpactthelow-voltagegrid18,70orcausepeakpowerdemandevents35,44,50,72.WithuncontrolledchargingconsumersarelikelytochargetheirPEVswhentheyarriveatwork,inpubiclocationsintheevening,andwhentheyarrivehomeintheeveningornighttime.LargenumbersofPEVschargingatthesetimes may cause a demand spike at times when power demand is already high 35,72–74.Chargingcanbemanagedtopreventthisfromoccurring.BEVshavesignificantflexibilityinwhentheychargesincetheyparkedforlongperiodsoftime(particularlyovernight)75.

Amethodofcontrollinghomecharging,andsomethingthatisbeingusedatpresent,isto give consumers TOU domestic electricity tariffs 76. At off-peak hours (often at night),consumerspayalowerelectricityrate.Duringpeaktimes(oftenintheday),theypayahigherelectricity rate.Householdsare therefore incentivized to charge their vehiclesatnight. InCaliforniaTOUrateshaveshiftedchargingtonight times48, suggestingthis isaneffectivemethodtochangeconsumerchangingbehavior.DifferentregionsmayrequiredifferentTOUstructuresdependingonlocalconditions.Utilitiesandpolicymakersmayneedtoassesstheirlocalgridinfrastructure,generationmix,andsupplyanddemandprofilesbeforedefiningon

0

100000

200000

300000

400000

500000

600000

700000

0100002000030000400005000060000700008000090000100000

VehicleStock

Numbe

rofC

hargers

SlowChargers FastChargers PEVStock

Page 12: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

12

andoff-peakperiods.Evenwithineach regiondifferent tariffsmaybeneededdue to thepossibilityofapeakingevent ifmanyPEVsbeginchargingat sameoff-peak time.UtilitiesshouldprovideTOUtariffswiththeoff-peakperiodbeginningoverarangeoftimes(e.gat10pm,11pm,12am,1am,etc.).

Smart charging involves managing PEV charging based on current electricity supply,electricitydemand,anddriverneeds 77,78. Smart chargingcanbemoreeffectiveathome,public,andworkcharginglocations.AtDCfastchargersitmaynotalwaysbepossibletoutilizesmartcharging,duetosomePEVdriverswantingtochargetheirvehiclesquickly.AccordingtodatafromtheNetherlandssmartchargingcanallowexistingelectricitygridstosupporttentimesmorePEVs compared to uncontrolled charging 53,79. The system in theNetherlandslimitschargingthroughcommunicationbetweenthechargepointandbackofofficesoftware.Whenchargingneedstobereducedthecurrent(amps)deliveredtothevehicleisreduced.Ontheotherhand,duringperiodsoflowdemandandhighsupply,PEVscanchargefreely.Smartcharginghasbeenfoundtobebeneficialtothegridandconsumershavebeenwillingtoacceptthismethodofchargemanagement53.IntheNetherlands,along-termstrategyofensuringthatallchargersaresmartchargersisbeingimplemented.SmartchargingiseasiertoimplementthanV2Gandoffersalmostasmanyofthebenefitstotheelectricitygrid53.Atsmartcharginglocationsconsumers,shouldbeabletooptoutofsmartchargingincasetheywanttoimmediatelychargetheirPEV.Thisshouldbeatahighercostthanthecosttochargingusingsmartcharging.Onestrategytopreventpeakingeventsandnegativeimpactstolocalgridsistodevelopmoreinfrastructure.HavingmorecharginginmorelocationsincreasesthespatialandtemporaldistributionofPEVcharging40.2.8. Information,Education,andOutreachInformation,education,andoutreachprogramscanbeusedtoeducateconsumersaboutPEVinfrastructure.ConsumerswillbeencouragedtobuyPEVs if theyaremoreawareoftheircharging options. Education increases the use of charge points by PEV owners, whichincreases the overall electric miles driven by PEVs 56,80,81. The development of charginginfrastructureshouldbeapartofamoregeneralpolicyofpromotingelectricvehicles.Atpresent the only consumers who have a high awareness of charging infrastructure isconsumerswhohavepurchasedaPEV.ConsumerswhohavenotpurchasedaPEVarelessknowledgeableabouttheirpotentialchargingoptions56.Signpostinginfrastructurelocationshasbeenshowntoincreaseconsumerawarenessandknowledgeofinfrastructurelocations.ThiscanincreaseutilizationbyPEVownersandcanleadtomorePEVsales12,65.3. ConclusionTheinformationpresentedinthispaperisdrawnfromalargebodyofliterature.Theresultscanbeusedbypolicymakers,charginginfrastructureproviders,OEMs,andanystakeholdersinvolvedwiththetransitiontoPEVs.Datafrommodellingstudies,casestudies,studiesthatuseGPSdata,questionnairesurveys,anddatafromchargepointsareusedtomakethefollowingconclusionsandrecommendations.Themostimportantpieceofinfrastructureforconsumersishomechargers(orchargersneartoPEVdrivers’homes),thesechargesareusedmostfrequentlyandhavethegreatestimpactonthedecisiontopurchaseaPEV.Workplacechargers,chargersinpubliclocations,andDCfastchargersarealsoimportantinencouragingconsumerstopurchaseandusePEVs.Charginglevel(level1,2,DCfast)shouldbeoptimizedbasedonchargepointlocation.Level1or2shouldbeatlocationswithlongdwelltimes,DCfastshouldbeatlocationswithshortdwelltimes.Access

Page 13: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

13

andpaymentforchargingshouldbeassimpleaspossibleandshouldbeharmonizedacrossregions.Priortodeterminingthenumberofchargingstationsneededpolicymakersneedtoassesslocalconditions(housingtype,numberofPHEVsandBEVs,etc.).ForconsumerstopurchaseandusePEVstheyneedtobeconfidentthattheycandependonaccessingchargers.Pricingstrategiescanbeyestoensurethatinfrastructureisdependable.ThetimethatconsumerschargeshouldbemanagedwithsmartchargingorTOUtariffs.Thiswillensurechargingdoesnotcoincidewithexistingelectricitydemandpeaks.Finally,moreopportunitiesforPEVdriverstochargeincreasesspatialandtemporaldistributionofchargingevents,thiscanmitigateanynegativeimpactstothegrid.ThedevelopmentofinfrastructurewillencouragemoreconsumerstopurchasePEVs,thusdrivingthemarket.ItwillensureconsumerswhohavepurchasedPEVsusethemasfrequentlyaspossiblewhichwillmaximizetheirproportionofmilesdriventhatareelectricmiles.3.1. LimitationsandfurtherresearchneedsThispaperonlyfocusesoncharginginfrastructurefromaconsumerperceptiveratherthanatechnical(e.gchargepointdesign)orenvironmentalperspective(e.gemissionsfromPEVcharging).ItalsodoesnotconsiderotheraspectsassociatedwithatransitiontoPEVs.Thebenefitoffocusingononetopicisanin-depthlookatoneimportantissue.HoweverothermeasuresareneededtoensurePEVmarketentryissuccessful.ConsumerincentivesmaybeneededtoencouragetheadoptionofPEVs.Theseincludepurchaseincentives,measuresuchasfreeparking,unrestrictedcarpoollaneaccess,tollfeewaivers,etc.

ThisreviewdoesnotconsidertheimpactofV2G(bi-directionalsmartcharging),thisisduetoliteratureinthatareacurrentlylackingempiricaldataonhowconsumersrespondtothistechnology,howtheyuseit,orwhethertheywoulduseit82.

CurrentlymuchoftheliteratureonPEVrechargingisbasedonstudiesofBEVswitharound100milesofdrivingrange.AsthetransitiontoPEVscontinuesmorevehicleswith200milesofrangewillbeavailabletoconsumers.FuturestudieswillneedtoaccessinfrastructureneedsofthesevehiclesasitmaydiffertotheneedsofthecurrentstockofBEVs.

Page 14: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

14

4. AcknowledgementsTheauthorsonthismanuscriptaremembersoftheInternationalEVPolicyCouncil,aglobalpolicyinitiativecoordinatedbythePlug-inHybrid&ElectricVehicleResearchCenter,oftheInstituteofTransportationStudies,UniversityofCaliforniaDavis.Thecouncil is fundedbyClimateWorksFoundation.

5. References1. Poullikkas, A. Sustainable options for electric vehicle technologies.Renew. Sustain.

EnergyRev.41,1277–1287(2015).2. Nordelöf,A.,Messagie,M.,Tillman,A.M.,LjunggrenSöderman,M.&VanMierlo,J.

Environmentalimpactsofhybrid,plug-inhybrid,andbatteryelectricvehicles-whatcanwe learn from life cycle assessment? Int. J. Life Cycle Assess. 1866–1890 (2014).doi:10.1007/s11367-014-0788-0

3. Offer,G.,Contestabile,M.,Howey,D.,Clague,R.&Brandon,N.Techno-economicandbehavioural analys is of battery electric, hydrogen fuel cell and hybrid vehiclesinafuturesustainableroadtransportsystemintheUK.EnergyPolicy39,1939–1950(2011).

4. Adepetu,A.,Keshav,S.&Arya,V.Anagent-basedelectricvehicleecosystemmodel:SanFranciscocasestudy.Transp.Policy46,109–122(2016).

5. Ajanovic,A.&Haas,R.Disseminationofelectricvehiclesinurbanareas:Majorfactorsforsuccess.Energy115,1451–1458(2016).

6. Bonges,H.A.& Lusk,A. C.Addressingelectric vehicle (EV) sales and rangeanxietythroughparkinglayout,policyandregulation.Transp.Res.PartAPolicyPract.83,63–73(2016).

7. Javid,R.J.&Nejat,A.Acomprehensivemodelofregionalelectricvehicleadoptionandpenetration.Transp.Policy54,30–42(2017).

8. Mersky,A.C.,Sprei,F.,Samaras,C.&Qian,Z.(Sean).Effectivenessof incentivesonelectric vehicleadoption inNorway.Transp.Res.PartDTransp.Environ.46, 56–68(2016).

9. Plötz,P.,Gnann,T.&Sprei,F.Canpolicymeasuresfosterplug-inelectricvehiclemarketdiffusion ?EVS29(2016).

10. Zhang,Y.,Qian,Z.(Sean),Sprei,F.&Li,B.Theimpactofcarspecifications,pricesandincentives for battery electric vehicles in Norway: Choices of heterogeneousconsumers.Transp.Res.PartCEmerg.Technol.69,386–401(2016).

11. Graham-Rowe, E. et al. Mainstream consumers driving plug-in battery-electric andplug-inhybridelectriccars:Aqualitativeanalysisofresponsesandevaluations.Transp.Res.PartAPolicyPract.46,140–153(2012).

12. Caperello,N.,Tyreehageman,J.&Davies,J.Iamnotanenvironmentalwacko!Gettingfromearlyplug-invehicleownerstopotential laterbuyers.Transp.Res.Board2015Annu.Meet.(2015).

13. Zheng, J.,Mehndiratta, S., Guo, J. Y.& Liu, Z. Strategic policies and demonstrationprogramofelectricvehicleinChina.Transp.Policy19,17–25(2012).

14. Ozaki, R. & Sevastyanova, K. Going hybrid: An analysis of consumer purchasemotivations.EnergyPolicy39,2217–2227(2011).

15. Egbue,O.&Long,S.Barrierstowidespreadadoptionofelectricvehicles:Ananalysisofconsumerattitudesandperceptions.EnergyPolicy48,717–729(2012).

16. Tal, G., Nicholas, M., Woodjack, J. & Scrivano, D. Who Is Buying Electric Cars in

Page 15: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

15

California? Exploring Household and Vehicle Fleet Characteristics of New Plug-inVehicleOwners.Inst.Transp.Stud.16(2013).doi:UCD-ITS-RR-13-02

17. Funke,S.A.&Plötz,P.Atechno-economicanalysisoffastchargingneedsinGermanyfordifferentrangesofbatteryelectricvehicles.Eur.Batter.HybridFuelCellElectr.Veh.Congr.1–7(2017).

18. Gnann,T.etal.AModelforPublicFastChargingInfrastructureNeeds.1–12(2016).19. Nicholas,M.&Tal,G.Charging forChargingatWork : Increasing theAvailabilityof

ChargingThroughPricing.Inst.Transp.Stud.(2014).20. Skippon, S. & Garwood, M. Responses to battery electric vehicles: UK consumer

attitudesandattributionsofsymbolicmeaningfollowingdirectexperiencetoreducepsychologicaldistance.Transp.Res.PartDTransp.Environ.16,525–531(2011).

21. Axsen,J.&Kurani,K.S.Hybrid,plug-inhybrid,orelectric-Whatdocarbuyerswant?EnergyPolicy61,532–543(2013).

22. Figenbaum,E.&Kolbenstvedt,M.LearningfromNorwegianBatteryElectricandPlug-inHybridVehicleUsers.(2016).

23. Plötz,P.&Funke,S.A.MileageelectrificationpotentialofdifferentelectricvehiclesinGermany.1–8(2017).

24. Yang,Y.,Yao,E.,Yang,Z.&Zhang,R.ModelingthechargingandroutechoicebehaviorofBEVdrivers.Transp.Res.PartCEmerg.Technol.65,190–204(2015).

25. Caperello,N.,Kurani,K.S.&TyreeHageman,J.DoYouMindifIPlug-inMyCar?Howetiquette shapes PEV drivers’ vehicle charging behavior. Transp. Res. Part A PolicyPract.54,155–163(2013).

26. Nicholas,M.A.,Tal,G.,Davies,J.&Woodjack,J.DCFastastheOnlyPublicChargingOption?ScenarioTestingFromGPSTrackedVehicles.Inst.Transp.Stud.1–20(2011).

27. Bjornsson, L. H. & Karlsson, S. Plug-in hybrid electric vehicles: How individualmovementpatternsaffectbatteryrequirements,thepotentialtoreplaceconventionalfuels,andeconomicviability.Appl.Energy143,336–347(2015).

28. Dong,J.,Liu,C.&Lin,Z.Charginginfrastructureplanningforpromotingbatteryelectricvehicles:Anactivity-basedapproachusingmultiday traveldata.Transp.Res.PartCEmerg.Technol.38,44–55(2014).

29. Jakobsson,N.,Plötz,P.,Gnann,T.,Sprei,F.&Karlsson,S.Areelectricvehiclesbettersuitedformulti-carhouseholds?Eur.Electr.Veh.Congr.1–13(2014).

30. Kullingsjo, L.H.,Karlsson,S.&Sprei,F.Conflicting interests indefiningan ‘optimal’batterysizewhenintroducingthePHEV?WorldElectr.Veh.J.6,1021–1028(2013).

31. Pearre,N.S.,Kempton,W.,Guensler,R.L.&Elango,V.V.Electricvehicles:Howmuchrange is requiredforaday’sdriving?Transp.Res.PartCEmerg.Technol.19,1171–1184(2011).

32. Plötz,P.,Jakobsson,N.,Sprei,F.&Karlsson,S.Onthedistributionofindividualdailyvehicledrivingdistances.1–9(2014).

33. Nicholas,M.,Tal,G.&Hybrid,P.Transitioningtolongerrangebatteryelectricvehicles:ImplicationsfortheMarket,TravelandCharging.inSAEInternational(2017).

34. Franke,T.&Krems,J.F.Understandingchargingbehaviourofelectricvehicleusers.Transp.Res.PartFTrafficPsychol.Behav.21,75–89(2013).

35. Schäuble, J., Kaschub,T., Ensslen,A., Jochem,P.&Fichtner,W.GeneratingelectricvehicleloadprofilesfromempiricaldataofthreeEVfleetsinSouthwestGermany.J.Clean.Prod.150,253–266(2017).

36. Nicholas,M.,Tal,G.&Turrentine,T.S.AdvancedPlug-inElectricVehicleTraveland

Page 16: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

16

ChargingBehaviorInterimReportAdvancedPluginElectricVehicleTravelandChargingBehaviorInterimReport.Inst.Transp.Stud.(2016).

37. Ji,W.,Nicholas,M.&Tal,G.ElectricVehicleFastChargerPlanningforMetropolitanPlanningOrganizations.Transp.Res.Rec.J.Transp.Res.Board2502,134–143(2015).

38. IdahoNationalLaboratory.PluggedIn:HowAmericansChargeTheirElectricVehicles.1–24(2015).

39. California Air Resources Board. California ’ s Advanced Clean CarsMidtermReviewAppendixA :AnalysisofZeroEmissionVehicleRegulationComplianceScenarios :29(2017).

40. Neaimeh,M.et al. Aprobabilistic approach to combining smartmeter andelectricvehiclechargingdatato investigatedistributionnetwork impacts.Appl.Energy157,688–698(2015).

41. Xydas, E. et al. A data-driven approach for characterising the charging demand ofelectricvehicles:AUKcasestudy.Appl.Energy162,763–771(2016).

42. Weiller,C.Plug-inhybridelectricvehicleimpactsonhourlyelectricitydemandintheUnitedStates.EnergyPolicy39,3766–3778(2011).

43. Babrowski,S.,Heinrichs,H.,Jochem,P.&Fichtner,W.LoadshiftpotentialofelectricvehiclesinEurope.J.PowerSources255,283–293(2014).

44. Kelly,J.C.,MacDonald,J.S.&Keoleian,G.A.Time-dependentplug-inhybridelectricvehiclechargingbasedonnationaldrivingpatternsanddemographics.Appl.Energy94,395–405(2012).

45. Figenbaum,E.&Kolbenstvedt,M.Pathwaystoelectromobility-perspectivesbasedonNorwegianexperiences.(2015).

46. Nicholas,M.,Tal,G.&Ji,W.LessonsfromIn-UseFastChargingData:WhyAreDriversStayingClosetoHome?Inst.Transp.Stud.(2017).

47. IEC.Plugs,socket-outlets,vehiclecouplersandvehicleinlets–Conductivechargingofelectricvehicles–Part1:Chargingofelectricvehiclesupto250Aa.c.and400Ad.c.2003,(2003).

48. Dunckley,J.&Tal,G.Plug-InElectricVehicleMulti-StateMarketandChargingSurvey.EVS291–12(2016).

49. Tal,G.,Nicholas,M.A.,Davies,J.&Woodjack,J.ChargingBehaviorImpactsofElectricVehicleMiles Traveled-Who Is Not Plugging in? J. Transp. Res. Board10.3141/24,(2014).

50. Morrissey, P., Weldon, P. & O’Mahony, M. Future standard and fast charginginfrastructure planning: An analysis of electric vehicle charging behaviour. EnergyPolicy89,257–270(2016).

51. Nicholas,M.A.,Woodjack,J.&Tal,G.CaliforniaStatewideChargingAssessmentModelfor Plug-in Electric Vehicles : Learning from Statewide Travel Surveys. Inst. Transp.Stud.1–24(2013).

52. Santini,D.,Zhou,Y.,Elango,V.,Xu,Y.&Guensler,R.DaytimeCharging-WhatistheHierarchy of Opportunities and CustomerNeeds? - A Case Study Based on AtlantaCommuteData.Transp.Res.Board93rdAnnu.Meet.January12-16,Washington,D.C.(2014).

53. Living Lab Smart Charging. Smart Charging Infrastructure. (2017). Available at:https://www.livinglabsmartcharging.nl/en/Smart-Charging-Infrastructure.

54. He, S. Y., Kuo, Y. H. &Wu, D. Incorporating institutional and spatial factors in theselectionoftheoptimal locationsofpublicelectricvehiclechargingfacilities:Acase

Page 17: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

17

studyofBeijing,China.Transp.Res.PartCEmerg.Technol.67,131–148(2016).55. Burnham,A.etal.EnablingfastchargingeInfrastructureandeconomicconsiderations.

367,(2017).56. Kurani, K. S., Caperello, N. & TyreeHageman, J. New car buyers’ valuation of zero-

emissionvehicles:California.(2016).57. Hardman, S., Shiu, E.& Steinberger-Wilckens, R. ComparingHigh-End and Low-End

EarlyAdoptersofBatteryElectricVehicles.Transp.Res.PartAPolicyPract.88,40–57(2016).

58. Dumortier, J. et al. Effects of providing total cost of ownership information onconsumers’intenttopurchaseahybridorplug-inelectricvehicle.Transp.Res.PartAPolicyPract.72,71–86(2015).

59. Rezvani, Z., Jansson, J. & Bodin, J. Advances in consumer electric vehicle adoptionresearch:Areviewandresearchagenda.Transp.Res.PartDTransp.Environ.34,122–136(2015).

60. Hidrue,M.,Parsons,G.,Kempton,W.&Gardner,M.Willingness topay forelectricvehiclesandtheirattributes.Resour.EnergyEcon.33,686–705(2011).

61. Peters,A.&Dütschke,E.HowdoConsumersPerceiveElectricVehicles?AComparisonofGermanConsumerGroups.J.Environ.PolicyPlan.16,359–377(2014).

62. Bühler,F.,Cocron,P.,Neumann,I.,Franke,T.&Krems,J.F.IsEVexperiencerelatedtoEVacceptance?ResultsfromaGermanfieldstudy.Transp.Res.PartFTrafficPsychol.Behav.25,34–49(2014).

63. Hardman, S. & Tal, G. Exploring the decision to adopt a high-end battery electricvehicle:Theroleoffinancialandnon-financialmotivations.Transp.Res.Rec.J.Transp.Res.Board16–1783,(2016).

64. Hardman, S., Chandan, A., Tal, G. & Turrentine, T. The Effectiveness of FinancialPurchaseIncentivesforBatteryElectricVehicles–AReviewoftheEvidence.Renew.Sustain.EnergyRev.80C,1100–1111(2017).

65. Hardman,S.ReoccurringandIndirectIncentivesforPlug-inElectricVehicles–AReviewoftheEvidence.Transp.Res.PartAPolicyPract.(UNDERRev.(2017).

66. Nicholas,M.a&Tal,G.ChargingforCharging :TheParadoxofFreeChargingandItsDetrimentalEffectontheUseofElectricVehicles.(2013).

67. Figenbaum,E.PerspectivesonNorway’ssuperchargedelectricvehiclepolicy.Environ.Innov.Soc.Transitions(2016).doi:http://dx.doi.org/10.1016/j.eist.2016.11.002

68. Nilsson, M. & Nykvist, B. Governing the electric vehicle transition - Near terminterventions to support a green energy economy. Appl. Energy 179, 1360–1371(2015).

69. Jochem,P.,Brendel,C.,Reuter-Oppermann,M.,Fichtner,W.&Nickel,S.OptimizingtheAllocationofFastChargingInfrastructureAlongtheGermanAutobahn.J.Bus.Econ.86,513–535(2015).

70. Schey,S.,Scoffield,D.&Smart,J.AFirstLookattheImpactofElectricVehicleChargingontheElectricGridinTheEVProject. Int.Batter.HybridFuelCellElectr.Veh.Symp.(2012).

71. Pearre,N.S.,Kempton,W.,Guensler,R.L.&Elango,V.V.Electricvehicles:Howmuchrange is requiredforaday’sdriving?Transp.Res.PartCEmerg.Technol.19,1171–1184(2011).

72. Azadfar,E.,Sreeram,V.&Harries,D.Theinvestigationofthemajorfactorsinfluencingplug-inelectricvehicledrivingpatternsandchargingbehaviour.Renew.Sustain.Energy

Page 18: Considerations for the development of plug-in …...2 Considerations for the development of plug-in electric vehicle charging infrastructure for consumers- A review Authors: Scott

18

Rev.42,1065–1076(2015).73. Axsen,J.,Kurani,K.S.,McCarthy,R.&Yang,C.Plug-inhybridvehicleGHGimpactsin

California: Integrating consumer-informed recharge profiles with an electricity-dispatchmodel.EnergyPolicy39,1617–1629(2011).

74. Zhang, L., Brown, T.& Samuelsen,G. S. Fuel reductionandelectricity consumptionimpact of different charging scenarios for plug-in hybrid electric vehicles. J. PowerSources196,6559–6566(2011).

75. Sadeghianpourhamami,N.,Refa,N.,Strobbe,M.&Develder,C.ElectricalPowerandEnergy Systems Quantitive analysis of electric vehicle flexibility : A data-drivenapproach.Int.J.Electr.PowerEnergySyst.95,451–462(2018).

76. SMUD. SMUD Rates 2016-17. (2015). Available at:https://www.smud.org/en/residential/customer-service/rate-information/rates-2016-2017/.(Accessed:12thAugust2015)

77. Garcia-Villalobos,J.,Zamora,I.,SanMartin,J.I.,Asensio,F.J.&Aperribay,V.Plug-inelectric vehicles in electric distribution networks: A review of smart chargingapproaches.Renew.Sustain.EnergyRev.38,717–731(2014).

78. Goebel,C.OnthebusinessvalueofICT-controlledplug-inelectricvehiclecharginginCalifornia.EnergyPolicy53,1–10(2013).

79. GreenFlux.GreenFluxSmartChargingsolutions.(2017).80. Hardman,S.,Turrentine,T.,Tal,G.&Kurani,K.DrivingtheMarketforPlug-inVehicles

-Information,Education,andOutreach.InstituteofTransportationStudies(2017).81. Kurani,K.Whatifyouheldatransitiontoelectric-driveandnooneknew?(2017).82. Sovacool,B.,Noel,L.,Kempton,W.&Axsen,J.Theneglectedsocialdimensionstoa

vehicle-to-grid (V2G) transition: A critical review. Environmental Research Letters(2017).