2 papers
cond-mat.mtrl-sci2025
Mapping Microstructure: Manifold Construction for Accelerated Materials Exploration
Simon A. Mason, Megna N. Shah, Jeffrey P. Simmons +2
Accelerating materials development requires quantitative linkages between processing, microstructure, and properties. In this work, we introduce a framework for mapping microstruct…
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…