Abstract: This paper reports a simulation study of ZnO/Si-based photodetection structure in COMSOL Multiphysics. The optical performance of the resultant device has been explored under a broad light ...

This project applies Physics-informed Neural Networks (PINNs) to simulate heat propagation, comparing it with the traditional finite difference method. It demonstrates PINNs' capability in solving the ...