$\alpha$-SGHN: A Robust Model for Learning Particle Interactions in Lattice Systems

Yixian Gao, Ru Geng, Panayotis Kevrekidis +2

We propose an $\alpha$-separable graph Hamiltonian network ($\alpha$-SGHN) that reveals complex interaction patterns between particles in lattice systems. Utilizing trajectory data, $\alpha$-SGHN…