Exciton-polariton condensates in optical microcavities enable next-generation all-optical devices, but simulating their complex nonlinear dynamics remains computationally challenging. The authors demonstrate that Fourier Neural Operators trained on experimental and numerical data predict condensate behavior three orders of magnitude faster than conventional solvers while maintaining high accuracy.
- Yuan Wang
- Surya T. Sathujoda
- Pavlos G. Lagoudakis
