DAS-PINNs for high-dimensional partial differential equations: extending deep adaptive sampling to spacetime domains

Anshima Singh, David J. Silvester

Time-dependent high-dimensional partial differential equations (PDEs) with spatially localised and dynamically evolving solutions pose a fundamental challenge for physics-informed…