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ISSN Print: 2689-3967
ISSN Online: 2689-3975
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DOI: 10.1615/JMachLearnModelComput.v2.i1
Table of Contents:
DYNAMIC MODE DECOMPOSITION FOR CONSTRUCTION OF REDUCED-ORDER MODELS OF HYPERBOLIC PROBLEMS WITH SHOCKS
Hannah Lu, Daniel M. Tartakovsky
Daniel M. Tartakovsky
Department of Energy Resources, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA
1-29 страниц
DOI: 10.1615/JMachLearnModelComput.2021036132
IMPROVING NEURAL NETWORK PREDICTIONS OF MATERIAL PROPERTIES WITH LIMITED DATA USING TRANSFER LEARNING
Schuyler Krawczuk, Daniele Venturi
Schuyler Krawczuk
Department of Applied Mathematics, University of California Santa Cruz, Santa
Cruz, CA 95064, USA
Daniele Venturi
Department of Applied Mathematics, University of California Santa Cruz, Santa Cruz, CA 95064, USA
31-47 страниц
DOI: 10.1615/JMachLearnModelComput.2021035199
FULLY CONVOLUTIONAL SPATIO-TEMPORAL MODELS FOR REPRESENTATION LEARNING IN PLASMA SCIENCE
Ge Dong, Kyle Gerard Felker, Alexey Svyatkovskiy, William Tang, Julian Kates-Harbeck
Ge Dong
Princeton Plasma Physics Laboratory, Princeton, New Jersey, 08540, USA
Kyle Gerard Felker
Argonne National Laboratory, Lemont, Illinois, 60439, USA
Alexey Svyatkovskiy
Microsoft Corporation, Redmond, Washington, 98052, USA
William Tang
Princeton Plasma Physics Laboratory, Princeton, New Jersey, 08540, USA
Julian Kates-Harbeck
Princeton Plasma Physics Laboratory, Princeton, New Jersey, 08540, USA
49-64 страниц
DOI: 10.1615/JMachLearnModelComput.2021037052
DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS: A PHASE FIELD-BASED MACHINE LEARNING FRAMEWORK
Eduardo A. Barros de Moraes, Hadi Salehi, Mohsen Zayernouri
Eduardo A. Barros de Moraes
Department of Mechanical Engineering, Michigan State University, 428 S
Shaw Ln, East Lansing, MI 48824, USA;
Department of Computational Mathematics, Science, and Engineering,
Michigan State University, 428 S Shaw Ln, East Lansing, MI 48824, USA
Hadi Salehi
Department of Mechanical Engineering, Michigan State University, 428 S
Shaw Ln, East Lansing, MI 48824, USA
Mohsen Zayernouri
Department of Mechanical Engineering, Michigan State University, 428 S
Shaw Ln, East Lansing, MI 48824, USA; Department of Statistics and Probability, Michigan State University, East
Lansing, MI 48824, USA
65-89 страниц
DOI: 10.1615/JMachLearnModelComput.2021034062
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