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ISSN 印刷: 2689-3967
ISSN オンライン: 2689-3975
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DOI: 10.1615/JMachLearnModelComput.v5.i3
Table of Contents:
MACHINE LEARNING−BASED IDENTIFICATION OF THE INTERFACE REGIONS FOR COUPLING LOCAL AND NONLOCAL MODELS
Noujoud Nader, Patrick Diehl, Marta D'Elia, Christian Glusa, Serge Prudhomme
Noujoud Nader
Louisiana State University
Patrick Diehl
Center of Computation and Technology, Louisiana State University, 340 E. Parker Blvd, Baton Rouge, LA 70803, USA; Department of Physics and Astronomy, Louisiana State University, 202
Nicholson Hall, Baton Rouge, LA 70803, USA; Applied Computer Science, Los Alamos National Laboratory, P.O. Box 1663, Los Alamos, NM 87545, USA
Marta D'Elia
Pasteur Lab., 19 Morris Ave, Brooklyn, NY 11205, USA
Christian Glusa
Center for Computing Research, Sandia National Laboratories, Albuquerque,
NM 87123, USA
Serge Prudhomme
Polytechnique Montréal
1-29 ページ
DOI: 10.1615/JMachLearnModelComput.2024053706
MACHINE-LEARNED INFERENCE OF FRACTURE FLOWRATE FROM TEMPERATURE LOGS
Xiaoyu Yang, Roland N. Horne, Daniel M. Tartakovsky
Xiaoyu Yang
Department of Energy Science and Engineering, Stanford University, Stanford,
CA 94305, USA
Roland N. Horne
The Ohio State University, Columbus, Ohio Stanford University, Stanford, California
Daniel M. Tartakovsky
Department of Energy Resources, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA
31-45 ページ
DOI: 10.1615/JMachLearnModelComput.2024055928
IMPROVING ADAM THROUGH AN IMPLICIT-EXPLICIT (IMEX) TIME-STEPPING APPROACH
Abhinab Bhattacharjee, Andrey A. Popov, Arash Sarshar, Adrian Sandu
Abhinab Bhattacharjee
Virginia Tech
Andrey A. Popov
Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, Texas, 78712, USA; Department of Aerospace Engineering and Engineering Mechanics, The University of Texas at Austin,
Austin, Texas, 78712, USA
Arash Sarshar
Department of Computer Engineering and Computer Science, California State
University, Long Beach, CA 90840, USA
Adrian Sandu
Computational Science Laboratory, Department of Computer Science, Virginia Polytechnic Institute and State University, 2201 Knowledgeworks II, 2202 Kraft Drive, Blacksburg, Virginia 24060, USA
47-68 ページ
DOI: 10.1615/JMachLearnModelComput.2024053508
PHYSICS-INFORMED ENCODER-DECODER GATED RECURRENT NEURAL NETWORK FOR SOLVING TIME-DEPENDENT PDES
Jie Long, A. Q. M. Khaliq, Y. Xu
Jie Long
Middle Tennessee State University
A. Q. M. Khaliq
Department of Mathematical Sciences, Middle Tennessee State University,
Murfreesboro, Tennessee 37132, USA
Y. Xu
Department of Mathematical Sciences, Michigan Technological University,
Houghton, Michigan 49931, USA
69-85 ページ
DOI: 10.1615/JMachLearnModelComput.2024054403
MODELING UNKNOWN STOCHASTIC DYNAMICAL SYSTEM VIA AUTOENCODER
Zhongshu Xu, Yuan Chen, Qifan Chen, Dongbin Xiu
Zhongshu Xu
Department of Mathematics, The Ohio State University, Columbus, OH 43210,
USA
Yuan Chen
Ohio State University
Qifan Chen
Department of Mathematics, The Ohio State University, Columbus, OH 43210,
USA
Dongbin Xiu
Department of Mathematics, The Ohio State University, Columbus, 43210 Ohio,
USA
87-112 ページ
DOI: 10.1615/JMachLearnModelComput.2024055773
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