Archive Files

Volume 2, 2021 / Issue 1

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

Hannah Lu
MIT

Daniel M. Tartakovsky
Department of Energy Resources, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA

1-29 pages
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 pages
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 pages
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 pages
DOI: 10.1615/JMachLearnModelComput.2021034062

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