Dave Graczyk SessionC 083109

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    Clean Rivers Clean Lake VI

    August 31, 2009

    Real-Time Water QualityMonitoring: Turning Data into

    Information

    By David J. Graczyk

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    Purpose

    Use in-stream sensor measurements to

    estimate real time concentrations.

    In-stream measurements: Dissolved Oxygen Water Temperature

    Specific Conductance

    Turbidity

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    Purpose

    Link laboratory-analyzed samples with in-

    stream continuous-sensor measurements.

    Chloride Total Phosphorus

    Suspended Solids

    Fecal Coliform

    E. coli

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    Purpose

    Develop statistical relations to estimate

    concentrations under different seasonal,

    temporal, and flow conditions.

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    Approach

    Six sites in the Menomonee River

    Watershed

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    Little Menomonee River at Donges Bay Road

    Drainage Area = 8 square miles

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    Menomonee River at Menomonee Falls

    Drainage Area= 34.7 square miles

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    Underwood Creek at Wauwatosa

    Drainage Area = 18.2 square miles

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    Honey Creek at Wauwatosa

    Drainage Area = 10.3 square miles

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    Menomonee River at Wauwatosa

    Drainage Area = 123 square miles

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    Menomonee River at 16th and Canal Streets

    Drainage Area = 134 square miles

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    Data

    MMSD SCADA System

    USGS ServerMMSD H2O INFO

    http://v3.mmsd.com/H2OInfo

    National Water Information System (NWIS)

    USGS National Real-Time Water Quality (NRTWQ)

    http://waterwatch.usgs.gov/wqwatch/USGS WEB Page

    http://wi.water.usgs.gov

    MMSD OPS

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    Data Collection Streamflow

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    USGS 04087120 MENOMONEE RIVER AT WAUWATOSA, WI

    PROVISIONAL DATA SUBJECT TO REVISION

    LOCATION.--Lat 4302'44", long 8759'59", in NE 1/4 NW 1/4 sec.27,T.7 N., R.21 E., Milwaukee County, Hydrologic Unit 04040003, on left

    bank near upstream side of 70th Street bridge in Wauwatosa, 800 ftdownstream from Honey Creek, and at mile 6.2.DRAINAGE AREA.--123 square miles.PERIOD OF RECORD.--October 1961 to present.

    GAGE.--Water-stage recorder and crest-stage gage. Datum of gage is

    628.86 ft above sea level. Prior to Nov. 1, 1974, nonrecording gage atpresent site and datum then in use. Prior to June 21, 1997 at 0320,

    datum was 2.00 ft higher.

    REMARKS.--Gage-height telemeter at station.OPERATED IN COOPERATION WITH:

    Milwaukee Metropolitan Sewerage District

    SEWRPC

    Additional Information:

    National Weather Service Flood Forecast Page

    Available data for thissite

    http://waterdata.usgs.gov/wi/nwis/

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    Data Collection

    Real Time Sensors

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    Water Temperature

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    Dissolved Oxygen

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    Specific Conductance

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    Turbidity

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    Data Collection

    Automatic Samplers

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    Automatic Samplers

    Suspended Solids

    Chloride

    Total Phosphorus Bacteria

    Fecal Coliform

    E. Coli

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    Menomonee River at Wauwatosa, 70th Street

    0

    1

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    6/7/090:00

    6/7/0912:00

    6/8/090:00

    6/8/0912:00

    6/9/090:00

    6/9/0912:00

    6/10/090:00

    6/10/0912:00

    6/11/090:00

    6/11/0912:00

    GageHeig

    ht,inFeet

    GH

    Sample Collected

    Sample Analyzed

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    Menomonee River at Wauwatosa

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    6/7/09 0:00 6/8/09 0:00 6/9/09 0:00 6/10/09 0:00 6/11/09 0:00

    Date

    WaterTemp

    eratureinoCand

    Dissolved

    Oxygeninmg/l

    0

    200

    400

    600

    800

    1000

    1200

    1400

    1600

    SpecificC

    onductancein

    u

    s/cm

    2and

    TurbidityinNTU

    Water Temperature

    Dissolved Oxygen

    Specific Conductance

    Turbidity

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    Real Time Regressions

    Concentration data from water quality

    samples (response variables) and in-

    stream sondes (explanatory variables) are

    being used to develop regressions.

    Regressions are being used to estimate

    concentrations of TSS, CL, TP, Fecal

    Coliform and E. coli.

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    Menomonee River at Wauwatosa, 70th Street

    Model Form: Chloride

    log10(Cl) = - 1.7041 + 0.808 log10(Q) + 1.2541 log10(SC)

    where:

    y Cl is computed Chloride, in milligrams per liter

    y Q is Instantaneous stream discharge, in ft3/s

    y SC is specific conductance, in uS/cm 25 degC

    Model Calibration

    Basic Data

    Number of measurements: 71

    Multiple R2: 0.96

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    Menomonee River at Wauwatosa, 70th Street

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    200

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    600

    800

    1000

    1200

    1400

    1600

    2/5/2009 2/7/2009 2/9/2009 2/11/2009

    Date

    ChlorideConcentration,inmg/l

    `Acute Criteria, 757 mg/l

    Chronic Criteria, 395 mg/l

    95% confidence interval

    Predicted concentration

    Observed concentration

    n=71

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    Menomonee River at Wauwatosa, 70th Street

    0

    400

    800

    1200

    1600

    2000

    2400

    11/1/2008 12/16/2008 1/30/2009 3/16/2009 4/30/2009 6/14/2009PredictedChlorideConcentration,

    inmg/l

    Acute Criteria, 757 mg/l

    Chronic Criteria, 395 mg/l

    Predicted concentration

    Observed concentration

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    Menomonee River at Wauwatosa, 70th Street

    Model Form: Fecal Coliform

    log10(FC) = - 0.1765 + 0.0359 (WT) + 0.9625 log10(Q)

    where:

    y FC is computed fecal coliform, in colonies per 100 ml

    y WT is water temperature, in degC

    y Q is Instantaneous stream discharge, in ft3/s

    Model Calibration

    Basic Data

    Number of measurements: 47

    Multiple R2: 0.61

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    Menomonee River at Wauwatosa, 70th Street

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    10

    100

    1000

    10000

    100000

    2/5/2009 2/7/2009 2/9/2009 2/11/2009

    Date

    FecalColiform,in

    coloniesper10

    m

    l

    Primary Contact Criterion, 200 colonies per 100ml

    95 % confidence interval

    Predicted concentration

    Observed concentration

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    Menomonee River at Wauwatosa, 70th Street

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    100

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    10000

    100000

    11/1/2008 12/31/2008 3/1/2009 4/30/2009

    Date

    PredictedFecal

    Coliform

    incoloniespe

    100ml

    Predicted concentration

    Observed concentration

    Primary Contact Criterion, 200 colonies per 100ml

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    Menomonee River at Wauwatosa, 70th Street

    Model Form: E. coli

    log10(EC) = 1.7545 + 0.0425 (WT) + 0.6171 log10(Turb)

    where:

    y EC is computed E. coli, in MPN per 100 ml

    y WT is water temperature, in degC

    y Turb is turbidity, in NTU

    Model Calibration

    Basic Data

    Number of measurements: 65

    Multiple R2: 0.50

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    Menomonee River at Wauwatosa, 70th Street

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    10000

    100000

    2/5/2009 2/7/2009 2/9/2009 2/11/2009

    Date

    E.coli,MPNper100ml

    Primary Criterion, 235 CFU per 100 ml

    95% confidence interval

    Predicted concentration

    Observed concentration

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    Menomonee River at Wauwatosa, 70th Street

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    10

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    100000

    11/1/2008 12/31/2008 3/1/2009 4/30/2009

    Date

    PredictedE.coli,inMPNper

    100ml

    Predicted concentration

    Observed concentration

    Primary Criterion, 235 CFU per 100 ml

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    Where do we go from here?

    Install equipment at the sixth site.

    Refine regression equations.

    Populate NRTWQ web page.

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    Acknowledgments

    MMSD Staff

    USGS Staff

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    Questions?

    [email protected]

    608-821-3840