Physics-informed Neural Networks and Machine Learning II
FOCUS · MAR-W37 · ID: 3091729
Presentations
-
Mitra Taheri
ORAL · Invited
–
Presenters
-
Mitra Taheri
JHU
Authors
-
Mitra Taheri
JHU
-
-
Abstract Withdrawn
ORAL Withdrawn
–
-
Abstract Withdrawn
ORAL Withdrawn
–
-
Using machine learning to find exact analytic solutions to analytically posed physics problems
ORAL
–
Publication: S. Ashhab, Heliyon 10, e28124 (2024).
Presenters
-
Sahel Shafiq Ashhab
National Institute of Information and Communications Technology
Authors
-
Sahel Shafiq Ashhab
National Institute of Information and Communications Technology
-
-
Interpretable Wave-Informed Machine Learning for Defect Detection
ORAL
–
Presenters
-
Amanda Beck
University of Florida
Authors
-
Amanda Beck
University of Florida
-
Woohyun Eum
University of Florida
-
Michael MacIsaac
University of Florida
-
Charlie Tran
University of Florida
-
Matthew Stormant
University of Florida
-
Ghatu Subhash
University of Florida
-
Joel Harley
University of Florida
-
-
Gradient descent in materia through homodyne gradient extraction
ORAL
–
Presenters
-
Lorenzo Cassola
University of Twente
Authors
-
Lorenzo Cassola
University of Twente
-
-
Time non-locality in neural network training for enhanced learning efficiency
ORAL
–
Publication: V. Demaurex, C. Sipling, Y.-H. Zhang, M. Di Ventra. Time non-locality in neural network training for enhanced learning efficiency. Planned publication.
Presenters
-
Valérian F Demaurex
UCSD
Authors
-
Valérian F Demaurex
UCSD
-
Chesson Sipling
University of California, San Diego
-
Yuan-Hang Zhang
University of California, San Diego
-
Massimiliano Di Ventra
University of California, San Diego
-
-
Abstract Withdrawn
ORAL Withdrawn
–
-
Physics-Informed Deep Neural Networks for Layer Identification of 2D Materials
ORAL
–
Presenters
-
Miche Maral
San Diego State University
Authors
-
Miche Maral
San Diego State University
-
Antonio Cobarrubia
San Diego State University, Computational Science Research Center, San Diego State University, San Diego, CA 92182, United States
-
Ryan P Palmares
San Diego State University
-
Nate Webb
San Diego State University
-
Sanjay K Behura
San Diego State University, Department of Physics, San Diego State University, San Diego, CA 92182, United States
-
Jasmine Rodelas
San Diego State University
-
-
Extending Quantum Spin Dynamics Across Time and Space Using Neural Networks
ORAL
–
Presenters
-
Povilas H Pugzlys
University of Florida
Authors
-
Povilas H Pugzlys
University of Florida
-
Sam Dillon
University of Florida
-
Nhat Huy Mai Tran
University of Florida
-
Shreyas Varude
University of Florida
-
Xuzhe Ying
Hong Kong University of Science and Technology
-
Shuyi Li
University of Florida
-
Chunjing Jia
University of Florida
-
-
PLEM-MHD: Physics-constrained Latent Evolution Model for Magnetohydrodynamics
ORAL
–
Presenters
-
Mahindra Rautela
Los Alamos National Laboratory
Authors
-
Mahindra Rautela
Los Alamos National Laboratory
-
Christopher Leon
Los Alamos National Laboratory
-
Alexander Scheinker
Los Alamos National Laboratory
-
-
Adaptively Switching Gradient Descent for Reliable PINN Training with Guarantees
ORAL
–
Presenters
-
Alan Williams
Los Alamos National Laboratory
Authors
-
Alan Williams
Los Alamos National Laboratory
-
Mahindra Rautela
Los Alamos National Laboratory
-
Christopher Leon
Los Alamos National Laboratory
-
Alexander Scheinker
Los Alamos National Laboratory (LANL)
-