机构:Univ Newcastle, Sch Civil Engn & Geosci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
Dawson, Richard J.
Tarantola, Stefano
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European Commiss, Joint Res Ctr, I-21020 Ispra, VA, ItalyUniv Newcastle, Sch Civil Engn & Geosci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
Tarantola, Stefano
[3
]
Saltelli, Andrea
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European Commiss, Joint Res Ctr, I-21020 Ispra, VA, ItalyUniv Newcastle, Sch Civil Engn & Geosci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
Saltelli, Andrea
[3
]
机构:
[1] Univ Newcastle, Sch Civil Engn & Geosci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
Sensitivity analysis is well recognized as being an important aspect of the responsible use of hydraulic models. This paper reviews a range of methods for sensitivity analysis. Two applications, one to a simple pipe bend example and the second to an advanced Shallow Water Equation solver, illustrate the deficiencies of standardized regression coefficients in the context of functionally nonlinear models. Derivatives and other local methods of sensitivity analysis are shown to give an incomplete picture of model response over the range of variability in the model inputs. The use of global variance-based sensitivity analysis is shown to be more general in its applicability and in its capacity to reflect nonlinear processes and the effects of interactions among variables.
机构:
CEA, DEN, DER SESI LCFR, F-13108 St Paul Les Durance, FranceCEA, DEN, DER SESI LCFR, F-13108 St Paul Les Durance, France
Iooss, Bertrand
Ribatet, Mathieu
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Ecole Polytech Fed Lausanne, Chair Stat, STAT IMA FSB EPFL, Stn 8, CH-1015 Lausanne, SwitzerlandCEA, DEN, DER SESI LCFR, F-13108 St Paul Les Durance, France
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Chen, Qiushi
Ayer, Turgay
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Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
Ayer, Turgay
Chhatwal, Jagpreet
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Massachusetts Gen Hosp, Inst Technol Assessment, Boston, MA 02114 USA
Harvard Med Sch, Boston, MA 02114 USAGeorgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA