Archive Files

Volume 4, 2023 / Issue 1

DOI: 10.1615/JMachLearnModelComput.v4.i1

Table of Contents:

USING PHYSICS-INFORMED NEURAL NETWORKS TO SOLVE FOR PERMEABILITY FIELD UNDER TWO-PHASE FLOW IN HETEROGENEOUS POROUS MEDIA Mingyuan Yang, John T. Foster

Mingyuan Yang
Department of Petroleum and Geosystems Engineering, The University of Texas at Austin, Austin, Texas 78712, USA

John T. Foster
Department of Petroleum and Geosystems Engineering, The University of Texas at Austin, Austin, Texas 78712, USA

1-19 pages
DOI: 10.1615/JMachLearnModelComput.2023046921

HOW IMPORTANT ARE ACTIVATION FUNCTIONS IN REGRESSION AND CLASSIFICATION? A SURVEY, PERFORMANCE COMPARISON, AND FUTURE DIRECTIONS Ameya D. Jagtap, George Em Karniadakis

Ameya D. Jagtap
Division of Applied Mathematics, Brown University, Providence, RI, USA

George Em Karniadakis
School of Engineering, Brown University, Providence, Rhode Island, 02912, USA; Division of Applied Mathematics, Brown University, Providence, Rhode Island, 02912, USA

21-75 pages
DOI: 10.1615/JMachLearnModelComput.2023047367

ASSESSMENT OF NEUROIMAGING DATA AND IDENTIFICATION OF ALZHEIMER'S DISEASE USING EXTREME LEARNING MACHINES Dharini Raghavan, K. V. Suma, Puneeth N. Ganesh

Dharini Raghavan
Department of Electronics and Communication, M S Ramaiah Institute of Technology, Bangalore, Karnataka 560054, India

K. V. Suma
Department of Electronics and Communication Engineering, Ramaiah Institute of Technology, Bengaluru, India

Puneeth N. Ganesh
Department of Electronics and Communication, M S Ramaiah Institute of Technology, Bangalore, Karnataka 560054, India

77-93 pages
DOI: 10.1615/JMachLearnModelComput.2023048413

A SCALABLE TRANSFORMER MODEL FOR REAL-TIME DECISION MAKING IN NEUTRON SCATTERING EXPERIMENTS Junqi Yin, Siyan Liu, Viktor Reshniak, Xiaoping Wang, Guannan Zhang

Junqi Yin
National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

Siyan Liu
Computational Science and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

Viktor Reshniak
Computer Science and Mathematics Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

Xiaoping Wang
Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

Guannan Zhang
Computer Science and Mathematics Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

95-107 pages
DOI: 10.1615/JMachLearnModelComput.2023048607

PARAMETER ESTIMATION FOR THE TRUNCATED KdV MODEL THROUGH A DIRECT FILTER METHOD Hui Sun, Nicholas J. Moore, Feng Bao

Hui Sun
Department of Mathematics, Florida State University, Florida 32304, USA

Nicholas J. Moore
Department of Mathematics, Colgate University, New York 13346, USA

Feng Bao
Department of Mathematics, Florida State University, Florida 32304, USA

109-132 pages
DOI: 10.1615/JMachLearnModelComput.2023047711

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