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ISSN 打å°: 2152-5080
ISSN 在线: 2152-5099
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DOI: 10.1615/Int.J.UncertaintyQuantification.v11.i2
Table of Contents:
COMPUTATION OF SOBOL INDICES IN GLOBAL SENSITIVITY ANALYSIS FROM SMALL DATA SETS BY PROBABILISTIC LEARNING ON MANIFOLDS
Maarten Arnst, Christian Soize, Kevin Bulthuis
Maarten Arnst
Aerospace & Mechanical Engineering, Université de Liège, Allée de la Découverte 9, 4000
Liège, Belgium
Christian Soize
Univ Gustave Eiffel
Kevin Bulthuis
Aérospatiale et Mécanique, Université de Liège, Liège, Belgium
1-23 页数
DOI: 10.1615/Int.J.UncertaintyQuantification.2020032674
STOCHASTIC SPECTRAL EMBEDDING
Stefano Marelli, Paul-Remo Wagner, Christos Lataniotis, Bruno Sudret
Stefano Marelli
Chair of Risk, Safety and Uncertainty Quantification, ETH Zurich, Stefano-Franscini-Platz 5,
8093 Zurich, Switzerland
Paul-Remo Wagner
Chair of Risk, Safety and Uncertainty Quantification, ETH
Zurich, Stefano-Franscini-Platz 5, 8093 Zurich, Switzerland
Christos Lataniotis
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
25-47 页数
DOI: 10.1615/Int.J.UncertaintyQuantification.2020034395
PARAMETER ESTIMATION OF STOCHASTIC CHAOTIC SYSTEMS
Ramona Maraia, Sebastian Springer, Heikki Haario, Janne Hakkarainen, Eero Saksman
Ramona Maraia
Department of Computational Engineering, Lappeenranta University of Technology,
Lappeenranta, 53850, Finland
Sebastian Springer
Department of Computational Engineering, Lappeenranta University of Technology,
Lappeenranta, 53850, Finland
Heikki Haario
Lappeenranta University of Technology, Department of Computational and Process
Engineering, Lappeenranta, Finland and Finnish Meteorological Institute, Helsinki, Finland; Earth Observation Research, Finnish Meteorological Institute, Helsinki, 00560, Finland
Janne Hakkarainen
Earth Observation Research, Finnish Meteorological Institute, Helsinki, 00560, Finland
Eero Saksman
Department of Mathematics and Statistics, University of Helsinki, 00560, Finland
49-62 页数
DOI: 10.1615/Int.J.UncertaintyQuantification.2020032807
DEEP LEARNING OF PARAMETERIZED EQUATIONS WITH APPLICATIONS TO UNCERTAINTY QUANTIFICATION
Tong Qin, Zhen Chen, John D. Jakeman, Dongbin Xiu
Tong Qin
Department of Mathematics, University of Michigan, Ann Arbor, Michigan 48109, USA
Zhen Chen
Department of Mathematics, The Ohio State University, Columbus, Ohio 43210, USA
John D. Jakeman
Optimization and Uncertainty Quantification, Center for Computing Research, Sandia National Laboratories, Albuquerque,
NM 87123, USA
Dongbin Xiu
Department of Mathematics, The Ohio State University, Columbus, 43210 Ohio,
USA
63-82 页数
DOI: 10.1615/Int.J.UncertaintyQuantification.2020034123
METHOD OF DISTRIBUTIONS FOR SYSTEMS WITH STOCHASTIC FORCING
Rik J. L. Rutjens, Gustaaf B. Jacobs, Daniel M. Tartakovsky
Rik J. L. Rutjens
Department of Aerospace Engineering, San Diego State University, San Diego, California
92182, USA; Department of Mathematics and Computer Science, Eindhoven University of Technology,
Eindhoven, The Netherlands
Gustaaf B. Jacobs
Department of Aerospace Engineering, San Diego State University, San Diego, California
92182, USA
Daniel M. Tartakovsky
Department of Energy Resources, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA
83-104 页数
DOI: 10.1615/Int.J.UncertaintyQuantification.2020031940
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