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巻 7, 2026 / 発行 1

DOI: 10.1615/JMachLearnModelComput.v7.i1

Table of Contents:

FRACTIONAL-ORDER PREY−PREDATOR MODELS WITH PARAMETER ESTIMATION VIA FRACTIONAL PHYSICS-INFORMED NEURAL NETWORKS (FPINNS) Vighnesh V. Alavani, Palla Danumjaya, Padmanabhan Seshaiyer

Vighnesh V. Alavani
Department of Mathematics, BITS-Pilani K.K. Birla Goa Campus, Goa 403726, India

Palla Danumjaya
BITS-Pilani K.K. Birla Goa Campus

Padmanabhan Seshaiyer
Department of Mathematical Sciences, George Mason University, 4400 University Drive, MS: 3F2, Planetary Hall, Fairfax, Virginia 22030, USA

1-23 ページ
DOI: 10.1615/JMachLearnModelComput.2025061218

GAUSSIAN-PROCESS MODELS OF POPULATION DYNAMICS L. Gary Li, Isaac Xiu, Daniel M. Tartakovsky

L. Gary Li
Department of Aeronautics and Astronautics, Stanford University, Stanford, CA 94305, USA

Isaac Xiu
The Wellington School, Columbus, OH 43220, USA

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

25-49 ページ
DOI: 10.1615/JMachLearnModelComput.2025061979

FOURIER NEURAL OPERATOR SURROGATE OF LITHIUM-ION BATTERY MODELS Aditya Viswanathan, Xiaoyu Yang, Daniel M. Tartakovsky

Aditya Viswanathan
Department of Energy Science and Engineering, Stanford University, Stanford, CA 94305, USA

Xiaoyu Yang
Department of Energy Science and Engineering, Stanford University, Stanford, CA 94305, USA

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

51-68 ページ
DOI: 10.1615/JMachLearnModelComput.2026063142

MACHINE LEARNING ON MANIFOLDS FOR INVERSE SCATTERING: LIPSCHITZ STABILITY ANALYSIS Mahadevan Ganesh, Stuart C. Hawkins, Darko Volkov

Mahadevan Ganesh
Department of Applied Mathematics and Statistics, Colorado School of Mines, Golden, Colorado 80401, USA

Stuart C. Hawkins
School of Mathematical and Physical Sciences, Macquarie University, Sydney, NSW 2109, Australia

Darko Volkov
Mathematical Sciences Department, Worcester Polytechnic Institute, 100 Institute Road Worcester, MA 01609

69-90 ページ
DOI: 10.1615/JMachLearnModelComput.2026060017

LEARNING INVERSE MAPS FOR PARAMETER ESTIMATION IN DYNAMICAL SYSTEMS Caroline Tatsuoka, Zhongshu Xu, Victor Churchill, Dongbin Xiu

Caroline Tatsuoka
The Ohio State University

Zhongshu Xu
Department of Mathematics, The Ohio State University, Columbus, OH 43210, USA

Victor Churchill
Department of Mathematics, Trinity College, Hartford, Connecticut 06106, USA

Dongbin Xiu
Department of Mathematics, The Ohio State University, Columbus, 43210 Ohio, USA

91-109 ページ
DOI: 10.1615/JMachLearnModelComput.2026063289

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