Reinforcement Learning for Soliton Generation in Micro-Ring Resonators
We numerically demonstrate a reinforcement learning framework that autonomously adjusts detuning in microring resonators. By leveraging spectral feedback, our approach efficiently navigates the bistability curve, achieving stable soliton formation and pointing toward automated, model-free microcomb control.
Authors
- Viswanathan Sankar (ORCID: https://orcid.org/0000-0002-0394-4985)
- Darko Zibar (ORCID: https://orcid.org/0000-0003-4182-7488)
- Christophe Peucheret
Institutions
- Centre National de la Recherche Scientifique (FR)
- Foton Motors (China) (CN)
- Fonctions Optiques pour les Technologies de l’information (FR)
- Université de Rennes (FR)
- Technical University of Denmark (DK)
Publication Details
- Published
- 2025-11-09
- DOI
- https://doi.org/10.1109/ipc65510.2025.11282300
- Primary Topic
- Advanced Fiber Laser Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00