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cs.LG2024
Lagrangian Neural Networks for Reversible Dissipative Evolution
Veera Sundararaghavan, Megna N. Shah, Jeff P. Simmons
There is a growing attention given to utilizing Lagrangian and Hamiltonian mechanics with network training in order to incorporate physics into the network. Most commonly, conserva…
cs.LG2023
Towards Microstructural State Variables in Materials Systems
Veera Sundararaghavan, Megna N. Shah, Jeff P. Simmons
The vast combination of material properties seen in nature are achieved by the complexity of the material microstructure. Advanced characterization and physics based simulation tec…