Reliable extrapolation of deep neural operators informed by physics or sparse observations

Min Zhu, Handi Zhang, Anran Jiao +2

Deep neural operators can learn nonlinear mappings between infinite-dimensional function spaces via deep neural networks. As promising surrogate solvers of partial differential equ…