First principles physics-informed neural network for quantum wavefunctions and eigenvalue surfaces

1 code implementation • 8 Nov 2022 • Marios Mattheakis, Gabriel R. Schleder, Daniel T. Larson, Efthimios Kaxiras

Physics-informed neural networks have been widely applied to learn general parametric solutions of differential equations.

Structural and electronic properties of realistic two-dimensional amorphous topological insulators

no code implementations • 27 Oct 2020 • Bruno Focassio, Gabriel R. Schleder, Marcio Costa, Adalberto Fazzio, Caio Lewenkopf

We investigate the system topological properties throughout the amorphization process and find that the robustness of the topological phase is associated with the spin-orbit coupling strength and size of the pristine topological gap.

Materials Science Mesoscale and Nanoscale Physics