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ID:39730645
大小:2.80 MB
页数:120页
时间:2019-07-10
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1、IntroductiontoUncertaintyQuantificationSIAMCSEConference,Miami,FL,2009GianlucaIaccarinoMichaelEldredAlirezaDoostanOmarGhattas"Ifamanwillbeginwithcertainties,heshallendindoubts;butifhewillbecontenttobeginwithdoubts,heshallendincertainties."F.Bacon-1605PlanfortheMini-Tutorial
2、Agenda1.G.Iaccarino:StanfordUniversityIntroductionandmotivations2.M.Eldred:SANDIANationalLab.Non-intrusiveUQpropagationmethods3.A.Doostan:StanfordUniversityIntrusiveUQpropagationmethods4.O.Ghattas:UniversityofTexas,AustinBayesianmethodsforstatisticalinversion5.G.Iaccarino:
3、StanfordUniversityNon-probabilisticmethodsandconclusiveremarksObjectivesIIntroduceUncertaintyQuantificationMethodologiesIDefinitionsandmotivationsIClassificationofvarioustechniquesIApplicationexamplesObjectivesIIntroduceUncertaintyQuantificationMethodologiesIDefinitionsandmotiv
4、ationsIClassificationofvarioustechniquesIApplicationexamplesICharacterizemysteriousconceptssuchas:IpolynomialchaosIstochasticcollocationIsurrogatesamplingIepistemicuncertaintyI:::ObjectivesIIntroduceUncertaintyQuantificationMethodologiesIDefinitionsandmotivationsIClassificatio
5、nofvarioustechniquesIApplicationexamplesICharacterizemysteriousconceptssuchas:IpolynomialchaosIstochasticcollocationIsurrogatesamplingIepistemicuncertaintyI:::IIdentifytheresearchareasandtheconnectionstootherfieldsObjectivesIIntroduceUncertaintyQuantificationMethodologiesIDe
6、finitionsandmotivationsIClassificationofvarioustechniquesIApplicationexamplesICharacterizemysteriousconceptssuchas:IpolynomialchaosIstochasticcollocationIsurrogatesamplingIepistemicuncertaintyI:::IIdentifytheresearchareasandtheconnectionstootherfieldsIConveythechallengesandth
7、eopportunityinUQObjectivesIIntroduceUncertaintyQuantificationMethodologiesIDefinitionsandmotivationsIClassificationofvarioustechniquesIApplicationexamplesICharacterizemysteriousconceptssuchas:IpolynomialchaosIstochasticcollocationIsurrogatesamplingIepistemicuncertaintyI:::IId
8、entifytheresearchareasandtheconnectionstootherfieldsIConveythechallengesandtheopportunityi
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