Differentiable Modeling of Nonlinear Dynamics in Multimode Fibers

Optical fibers introduce complex nonlinear effects to optical fields. Differentiable modeling of fibers allows using them in optical machine learning applications. We model multimode fiber dynamics using neural ordinary differential equations for this purpose with promising results.