Deflation-PINNs: Learning Multiple Solutions for PDEs and Landau-de Gennes

Sean Disarò, Ruma Rani Maity, Aras Bacho

Nonlinear Partial Differential Equations (PDEs) are ubiquitous in mathematical physics and engineering. Although Physics-Informed Neural Networks (PINNs) have emerged as a powerful…