Reinforcement learning framework for soliton generation in micro-ring resonators
We 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
Publication Details
- Published
- 2026-03-05
- DOI
- https://doi.org/10.1117/12.3078462
- Primary Topic
- Nonlinear Dynamics and Pattern Formation
- Type
- article
- Field-Weighted Citation Impact
- 0.00