A Physics-Informed Neural Network Based on the Boltzmann Equation with Multiple-Relaxation-Time Collision Operators

A Physics-Informed Neural Network Based on the Boltzmann Equation with Multiple-Relaxation-Time Collision Operators

The Boltzmann equation with multiple-relaxation-time (MRT) collision operators has been widely employed in kinetic theory to describe the behavior of gases and liquids at the macro-level. Given the successful development of deep learning and the availability of data analytic tools, it is a feasible...

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Bibliographic Details
Main Authors: Zhixiang Liu, Chenkai Zhang, Wenhao Zhu, Dongmei Huang
Format: Article
Language:English
Published: MDPI AG 2024-08-01
Series:Axioms
Subjects:
deep neural networks
Boltzmann equation
multiple-relaxation-time model
canonical polyadic decomposition
Online Access:https://www.mdpi.com/2075-1680/13/9/588
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