Artificial intelligence predicts nonlinear ultrafast dynamics in optics

Un exemple et cas d'usage de l'IA qui a du sens sur un problème ultra spécifique.

The study reports two cases of highly significant interest in photonics: extreme pulse compression and ultrabroadband laser source development.

"The approach using a neural network with internal memory allows us to bypass the conventional approach of solving an underlying mathematical model, which is very time consuming and requires sometimes prohibitive memory resources" explains Genty.

With the rapid growth of machine learning applications in all fields of science, Genty anticipates that neural networks will very soon become an important and standard tool for analyzing complex nonlinear dynamics, for optimizing the generation of broadband sources and frequency combs, as well as for designing ultrafast optics experiments.

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