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ISSN 打印: 2689-3967
ISSN 在线: 2689-3975
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DOI: 10.1615/JMachLearnModelComput.v1.i1
Table of Contents:
TENSOR BASIS GAUSSIAN PROCESS MODELS OF HYPERELASTIC MATERIALS
Ari L. Frankel, Reese E. Jones, Laura P. Swiler
Ari L. Frankel
Sandia National Laboratories, Livermore, California 94551, USA
Reese E. Jones
Sandia National Laboratories, Livermore, California, 94551, USA
Laura P. Swiler
Optimization and Uncertainty Quantification Department, Center for Computing Research, Sandia National Laboratories, P.O. Box 5800, Albuquerque, New Mexico
87123-1320, USA
1-17 页数
DOI: 10.1615/JMachLearnModelComput.2020033325
LIMITATIONS OF PHYSICS INFORMED MACHINE LEARNING FOR NONLINEAR TWO-PHASE TRANSPORT IN POROUS MEDIA
Olga Fuks, Hamdi A. Tchelepi
Olga Fuks
Department of Energy Resources Engineering, Stanford University, 367 Panama
Street, Stanford, California 94305, USA
Hamdi A. Tchelepi
Department of Energy Resources Engineering, Stanford University, 367 Panama
Street, Stanford, California 94305, USA
19-37 页数
DOI: 10.1615/JMachLearnModelComput.2020033905
TRAINABILITY OF ReLU NETWORKS AND DATA-DEPENDENT INITIALIZATION
Yeonjong Shin, George Em Karniadakis
Yeonjong Shin
Division of Applied Mathematics, Brown University, Providence,
Rhode Island 02912, USA
George Em Karniadakis
School of Engineering, Brown University, Providence, Rhode Island, 02912,
USA; Division of Applied Mathematics, Brown University, Providence, Rhode Island,
02912, USA
39-74 页数
DOI: 10.1615/JMachLearnModelComput.2020034126
MACHINE LEARNING FOR TRAJECTORIES OF PARAMETRIC NONLINEAR DYNAMICAL SYSTEMS
Roland Pulch, Maha Youssef
Roland Pulch
Institute for Mathematics and Computer Science, University of Greifswald,
Walther-Rathenau-Str. 47, D-17489 Greifswald, Germany
Maha Youssef
Institute for Mathematics and Computer Science, University of Greifswald,
Walther-Rathenau-Str. 47, D-17489 Greifswald, Germany
75-95 页数
DOI: 10.1615/JMachLearnModelComput.2020034093
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