Archive Files

Volume 5, 2024 / Issue 1

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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