CBRFC Evapotranspiraon study · • adjusts Penman E p to model seasonality in vapor transfer...
Transcript of CBRFC Evapotranspiraon study · • adjusts Penman E p to model seasonality in vapor transfer...
ImprovethephysicsofthetreatmentofET(andhenceevapora4vedemand)
inCBRFCopera4ons,andtherebyimprovewatersupplyforecastskill.
ET = actual evapotranspiration
CooperatewithNWSWesternRegionScien4ficServicesDivisioninprovision
ofscien4ficallysound,distributedET‐relatedforecaststoend‐users.
CBRFCEvapotranspira4onstudy
HowETiscurrentlyes4matedbytheNWSRiverForecastSystem
Sacramento‐SoilMoistureAccoun4ng(Sac‐SMA)modelevaporatessoil
moisturefromtwodepths.
EpdrivenbyEpanclimatology:• e.g.,Jan1,1979=Jan31,1979=Jan31,2010• seasonaldatadisaggregatedtodaily,• missingseasonsfilledin,
• adjustmentfactorPEADJcalibratedtowaterbalance.
WeWeryearsinsouthernCBRFCregion(e.g.,SanJuan),orwhen/wherePrcp
drivesRunoff,weunder‐forecastRunoff,orover‐es4mateET.
Op4ontouse4me‐seriesinSac‐SMA,downtosix‐hourly:• bestop4onistouseobservedEp,
• cannotuseEpanatadailyorsub‐dailyscale,
• bestmodelingop4onisaPenman‐basedes4mate,• heavyondatainputs/parameters.
Ep = evaporative demand Epan = pan evaporation
Prcp = precipitation
• synthe4cmeasureofevapora4vedemandtosynthesizeEpanobserva4ons.
• mixtureofradia4on(sunshineandIR)anddryingpoweroftheair(humidityandwind).
• accountsforinstrumenta4oneffects:o extrasunshineintercep4onbypanwalls,o increasedturbulenceacrosswatersurface.
Physicallybasedmodels:PenPanEpan(synthe4cpanevapora4on)
EpanforApril25,2010(mm)
Qn = energy available for ET U2 = wind speed
esat-ea = vapor pressure deficit (~ humidity) IR = infra-red, or long-wave radiation
Preliminaryresults:climatologyofdynamicdailyEpan,Ep,andETrc–TenmileCreek,CO
Ep=0.7*Epan
Preliminaryresults:dynamicEpanvs.historicsimulatedstreamflowerrors
Preliminaryresults:dynamicEpanvs.historicsimulatedstreamflowerrors
Concept:• dailysimulatedstreamflowerrorsaregeneratedfromSac‐SMA/SNOW‐17modelinRFCopera4ons,runningsta4cEp(i.e.,climatologicmonthly),
• errorsarecomparedtodynamicEpanfroma30‐year4me‐series.
Results:• greateststreamflowerrors(+/‐)occurwithhighestEpanatall4me‐scalesto3‐monthly,
• rela4onislessclearathigher4me‐scales(monsoonandwatersupplyseasons,annual),
• highestcorrela4onbetweenmonthlyerrorandmonthlyEpanisMarch/April.
Caveat:• thisisonebasin:
• TenmileCreeknearBreckenridge,CO• high‐eleva4onheadwaterbasin,• snowmelt‐dominated.
• adjusts Penman Ep to model seasonality in vapor transfer process through aKP and bKP:
• seasonal functions of day of year,
• calibrated in Kimberly, ID,
• uses regularly forecast meteorological data.
• here, ETrc is a specific case of ET calculated for specific biological and physical conditions (a hypothetical reference crop):
• well-watered alfalfa/grass of height 0.12 m, rs = 70 sec/m, α = 0.23, rs = 208 sec/m,
• uses regularly forecast meteorological data,
• international standard (FAO-56).
• very commonly used in agricultural community.
Forecas4ngETrcacrossNWSWesternRegion:
Penman‐MonteithETrc
ETrcforecastforMay3,2010(mm)
KimberlyPenmanETrc
CBRF
C&
WR‐SSD
WFO
PR
ODUCT
ETrcforecastgrid
• 2.5‐kmresolu4on• daily/weeklyoutlook
ETrcpointforecast
• value‐added• sta4s4calcontext
• spa4alcontext
ETrcclimatologygrids• NLDAS‐derived• 0.125oresolu4on• CONUS‐wide• daily/weekly• movingwindow/sta4cweeks
meanvarianceminimum90%exceedancemedian(50%)10%exceedancemaximum
GFEscript
e.g.,hWp://www.wrh.noaa.gov/sto/et
WFO
FO
RECA
ST
+ + +Inputforecastgrids
• NDFD‐derived• 2.5‐kmresolu4on• hourly
Wind Temperature Dewpoint Skycover
Forecas4ngETrcacrossNWSWesternRegion:deliveryconcept