Equivariant graph convolutional neural networks for the representation of homogenized anisotropic microstructural mechanical response

Author:

Patel Ravi,Safta Cosmin,Jones Reese E.ORCID

Funder

US Department of Energy Office of Science

U.S. Department of Energy

National Nuclear Security Administration

Publisher

Elsevier BV

Reference105 articles.

1. Geometric Numerical Integration: Structure-Preserving Algorithms for Ordinary Differential Equations;Hairer,2006

2. Introduction to Mechanics and Symmetry: A Basic Exposition of Classical Mechanical Systems;Marsden,2013

3. Hamiltonian neural networks;Greydanus;Adv. Neural Inf. Process. Syst.,2019

4. Hamiltonian neural networks for solving equations of motion;Mattheakis;Phys. Rev. E,2022

5. Symplectic learning for hamiltonian neural networks;David;J. Comput. Phys.,2023

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