Global sensitivity analysis of the radiative transfer model

Global sensitivity analysis of the radiative transfer model

ID:40364078

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时间:2019-08-01

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1、PUBLICATIONSWaterResourcesResearchRESEARCHARTICLEGlobalsensitivityanalysisoftheradiativetransfermodel10.1002/2014WR016534MaheshwariNeelam1andBinayakP.Mohanty1KeyPoints:1EnergyrichenvironmentsaremoreDepartmentofBiologicalandAgriculturalEngineering,TexasA&MUniversity,CollegeStation,Texas,U

2、SApronetoparameterinteractionsFixedlook-uptableforparameterswillunderminethesoilmoistureAbstractWiththerecentlylaunchedSoilMoistureActivePassive(SMAP)mission,itisveryimportanttoaccuracyhaveacompleteunderstandingoftheradiativetransfermodelforbettersoilmoistureretrievalsandtoBrightnesstem

3、peratureismoresensitivitytoroughnessparametersdirectfutureresearchandfieldcampaignsinareasofnecessity.Becausenaturalsystemsshowgreatvari-inwetsoilsabilityandcomplexitywithrespecttosoil,landcover,topography,precipitation,thereexistlargeuncertain-tiesandheterogeneitiesinmodelinputfactors.Int

4、hispaper,weexplorethepossibilityofusingglobalCorrespondenceto:sensitivityanalysis(GSA)techniquetostudytheinfluenceofheterogeneityanduncertaintiesinmodelB.P.Mohanty,inputsonzeroorderradiativetransfer(ZRT)modelandtoquantifyinteractionsbetweenparameters.GSAbmohanty@tamu.edutechniqueisbasedond

5、ecompositionofvarianceandcanhandlenonlinearandnonmonotonicfunctions.Wedirectouranalysestowardgrowingagriculturalfieldsofcornandsoybeanintwodifferentregions,Citation:Neelam,M.,andB.P.Mohanty(2015),Iowa,USA(SMEX02)andWinnipeg,Canada(SMAPVEX12).Wenoticedthat,thereexistsaspatio-temporalGlobals

6、ensitivityanalysisofthevariationinparameterinteractionsunderdifferentsoilmoistureandvegetationconditions.RadiativeTrans-radiativetransfermodel,WaterResour.ferModel(RTM)behavesmorenon-linearlyinSMEX02andlinearlyinSMAPVEX12,withaverageparameterRes.,51,doi:10.1002/2014WR016534.interactionsof

7、14%inSMEX02and5%inSMAPVEX12.Also,parameterinteractionsincreasedwithvegeta-tionwatercontent(VWC)androughnessconditions.Interestingly,soilmoistureshowsanexponentiallyReceived9OCT2014Accepted2MAR2015decreasingsensitivityfunctionwhereasparameterssuchasrootmeansquareheig

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