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ISSN Print: 2689-3967
ISSN Online: 2689-3975
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DOI: 10.1615/JMachLearnModelComput.v5.i1
Table of Contents:
DEEP LEARNING MODELING FOR SUBGRID-SCALE FLUXES IN THE LES OF SCALAR TURBULENCE AND TRANSFER LEARNING TO OTHER TRANSPORT REGIMES
Ali Akhavan-Safaei, Mohsen Zayernouri
Ali Akhavan-Safaei
Michigan State University
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
1-23 pages
DOI: 10.1615/JMachLearnModelComput.2023048824
DIFFUSION-MODEL-ASSISTED SUPERVISED LEARNING OF GENERATIVE MODELS FOR DENSITY ESTIMATION
Yanfang Liu, Minglei Yang, Zezhong Zhang, Feng Bao, Yanzhao Cao, Guannan Zhang
Yanfang Liu
Computer Science and Mathematics Division, Oak Ridge National Laboratory,
Oak Ridge, Tennessee 37831, USA
Minglei Yang
Fusion Energy Science Division, Oak Ridge National Laboratory, Oak Ridge,
Tennessee 37831, USA
Zezhong Zhang
Computer Science and Mathematics Division, Oak Ridge National Laboratory,
Oak Ridge, Tennessee 37831, USA
Feng Bao
Department of Mathematics, Florida State University, Florida 32304, USA
Yanzhao Cao
Department of Mathematics and Statistics, Auburn University, Auburn, AL 36849; School of Mathematics, Sun Yat Sun University, China
Guannan Zhang
Computer Science and Mathematics Division, Oak Ridge National Laboratory,
Oak Ridge, Tennessee, USA
25-38 pages
DOI: 10.1615/JMachLearnModelComput.2024051346
PHYSICS-INFORMED NEURAL NETWORKS FOR MODELING OF 3D FLOW THERMAL PROBLEMS WITH SPARSE DOMAIN DATA
Saakaar Bhatnagar, Andrew Comerford, Araz Banaeizadeh
Saakaar Bhatnagar
Altair Engineering Inc
Andrew Comerford
Altair Engineering Inc., 100 Mathilda Place, Sunnyvale, CA, USA
Araz Banaeizadeh
Altair Engineering Inc., 100 Mathilda Place, Sunnyvale, CA, USA
39-67 pages
DOI: 10.1615/JMachLearnModelComput.2024051540
UNRAVELING CONSUMER PURCHASE JOURNEY USING NEURAL NETWORK MODELS
Victor Churchill, H. Alice Li, Dongbin Xiu
Victor Churchill
Department of Mathematics, Trinity College, Hartford, Connecticut 06106, USA
H. Alice Li
Department of Marketing and Logistics, The Ohio State University, Columbus,
USA
Dongbin Xiu
Department of Mathematics, The Ohio State University, Columbus, 43210 Ohio,
USA
69-83 pages
DOI: 10.1615/JMachLearnModelComput.2024053634
ROLE OF PHYSICS IN PHYSICS-INFORMED MACHINE LEARNING
Abhishek Chandra, Joseph Bakarji, Daniel M. Tartakovsky
Abhishek Chandra
Department of Electrical Engineering, Eindhoven University of Technology,
The Netherlands; Eindhoven Artificial Intelligence Systems Institute, Eindhoven University of
Technology, The Netherlands
Joseph Bakarji
American University of Beirut
Daniel M. Tartakovsky
Department of Energy Resources, Engineering, Stanford University, 367 Panama St., Stanford, CA 94305, USA
85-97 pages
DOI: 10.1615/JMachLearnModelComput.2024053170
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