Archive Files

Volume 10, 2020 / Issue 1

DOI: 10.1615/Int.J.UncertaintyQuantification.v10.i1

Table of Contents:

SIMPLEX STOCHASTIC COLLOCATION FOR PIECEWISE SMOOTH FUNCTIONS WITH KINKS Barbara Fuchs, Jochen Garcke

Barbara Fuchs
Fraunhofer SCAI, Sankt Augustin, Germany

Jochen Garcke
Fraunhofer SCAI, Sankt Augustin, Germany; Fraunhofer Center for Machine Learning, Sankt Augustin, Germany; Institute for Numerical Simulation, University of Bonn, Germany

1-24 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2019030208

SENSITIVITY ANALYSIS FOR STOCHASTIC SIMULATORS USING DIFFERENTIAL ENTROPY Soumaya Azzi, Bruno Sudret, Joe Wiart

Soumaya Azzi
LTCI, Télécom ParisTech, Chair C2M, 46 Rue Barrault, 75013 Paris, France

Bruno Sudret
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, Stefano-Franscini-Platz 5, 8093 Zurich, Switzerland

Joe Wiart
LTCI, Télécom ParisTech, Chair C2M, 46 Rue Barrault, 75013 Paris, France

25-33 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2020031610

OPTIMAL UNCERTAINTY QUANTIFICATION OF A RISK MEASUREMENT FROM A THERMAL-HYDRAULIC CODE USING CANONICAL MOMENTS Jerome Stenger, Fabrice Gamboa, M. Keller, Bertrand Iooss

Jerome Stenger
EDF R&D, 6 quai Watier, 78401 Chatou, France; Université Paul Sabatier, 118 route de Narbonne, 31400 Toulouse, France

Fabrice Gamboa
Institut de Mathématiques de Toulouse, 31062 Toulouse, France; Université Paul Sabatier, 118 route de Narbonne, 31400 Toulouse, France; Artificial and Natural Intelligence Toulouse Institute (ANITI), France

M. Keller
EDF R&D, 6 quai Watier, 78401 Chatou, France

Bertrand Iooss
Institut de Mathématiques de Toulouse, 31062 Toulouse, France; EDF Lab Chatou, 78401 Chatou, France

35-53 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2020030800

EXTENDING CLASSICAL SURROGATE MODELING TO HIGH DIMENSIONS THROUGH SUPERVISED DIMENSIONALITY REDUCTION: A DATA-DRIVEN APPROACH Christos Lataniotis, Stefano Marelli, Bruno Sudret

Christos Lataniotis
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, Stefano-Franscini-Platz 5, 8093 Zurich, Switzerland

Stefano Marelli
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, Stefano-Franscini-Platz 5, 8093 Zurich, Switzerland

Bruno Sudret
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, Stefano-Franscini-Platz 5, 8093 Zurich, Switzerland

55-82 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2020031935

UNCERTAINTY QUANTIFICATION OF DETONATION THROUGH ADAPTED POLYNOMIAL CHAOS Xiao Liang, R. Wang, Roger Ghanem

Xiao Liang
School of Mathematics and System Science, Shandong University of Science and Technology, Qingdao, Shandong, China and Sony Astani Department of Civil and Environmental Engineering, University of Southern California, Los Angeles, CA

R. Wang
Institute of Applied Physics and Computational Mathematics, Beijing, China

Roger Ghanem
Sony Astani Department of Aerospace and Mechanical Engineering, University of Southern California, 210 KAP Hall, Los Angeles, CA 90089, USA

83-100 pages
DOI: 10.1615/Int.J.UncertaintyQuantification.2020030630

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