Physics informed neural network

[Nikolaos-Matthaiakakis]

Hello,

It might be an interesting idea to test a new feature that would combine Physics-Informed Neural Networks (PINNs) with Tidy3D’s FDTD simulations. The PINNs can learn from FDTD data (since your severs run simulations very fast) and also be trained to respect Maxwell’s equations (or even be used for multi-physics problems). This could complement the adjoint method as an alternative with diffferent advantages and disadvantages.

Best wishes
Nikolaos