학술논문

Routing and Spectrum Assignment Based on Reinforcement Learning in Multi-Band Optical Networks
Document Type
Conference
Source
2023 International Conference on Photonics in Switching and Computing (PSC) Photonics in Switching and Computing (PSC), 2023 International Conference on. :1-3 Sep, 2023
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Photonics and Electrooptics
Simulation
Optical switches
Raman scattering
Reinforcement learning
Optical fiber networks
Routing
Throughput
Routing and spectrum Assignment
Reinforcement Learning
Multi-band
Optical networks
Language
ISSN
2166-8892
Abstract
A routing and spectrum assignment strategy based on Reinforcement Learning (RL-RSA) is proposed for multi-band optical networks. RL-RSA accounts for Stimulated Raman Scattering using the Generalized Gaussian Noise model. Simulation results show that RL-RSA increases the throughput by 20%.