Reinforcement learning framework for soliton generation in micro-ring resonators
Abstract
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.
Fields of Study & Subjects
Advanced Fiber Laser Technologies
Photonic and Optical Devices
Neural Networks and Reservoir Computing
Publication details
- Journal / source
- AI and Optical Data Sciences
- Volume
- PC13906
- Pages
- 8–8
- Publication date
- 5 March 2026
- Language
- EN