Tailor Bragg grating designs for specific laser applications via coupled-mode-theory fit and machine learning

Abstract

Here we introduce efficient machine learning models trained on a 3D FDTD simulation-based database to predict Bragg grating characteristics from the main and the side lobes of reflectance spectra fitted by coupled mode theory.