6533b7d0fe1ef96bd125b738

RESEARCH PRODUCT

Predicting ultrafast nonlinear dynamics in optical fiber using neural networks

John M. DudleyGoëry GentyLauri Salmela

subject

Optical fiberNonlinear phenomenaMaterials scienceMulti-mode optical fiberArtificial neural networkbusiness.industryPhysics::Opticslaw.inventionSupercontinuumNonlinear systemlawPulse compressionOptoelectronicsbusinessUltrashort pulse

description

We show how neural networks can be used to model complex and predict nonlinear propagation dynamics in optical fibres for a widerange of input conditions and fibre systems, including pulse compression, ultra-broadband supercontinuum generation, and multimode fiber systems. Our results open up novel perspectives to model and optimize complex nonlinear dynamics and systems.

https://doi.org/10.1117/12.2588429