Geometric and Physical Constraints Synergistically Enhance Neural PDE Surrogates

Yunfei Huang, David S. Greenberg

Neural PDE surrogates can improve the cost-accuracy tradeoff of classical solvers, but often generalize poorly to new initial conditions and accumulate errors over time. Physical a…