학술논문

Approaches to dynamic provisioning in multiband elastic optical networks
Document Type
Conference
Source
2023 International Conference on Optical Network Design and Modeling (ONDM) Optical Network Design and Modeling (ONDM), 2023 International Conference on. :1-6 May, 2023
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Photonics and Electrooptics
Optical fibers
Deep learning
Optical design
Reinforcement learning
Optical fiber networks
Dynamic scheduling
Ad hoc networks
Multiband optical networks
elastic optical networks
Heuristics
Reinforcement Learning
Language
Abstract
Adopting multiband transmission in optical networks can cost-effectively increase network capacity without deploying new fibre. In this paper, we focus on the solutions explored by the research community to address the problem of resource allocation in dynamic multiband elastic optical networks. We start by summarising the main challenges and contributions of the design of ad-hoc heuristics. Next, we review the few recent approaches based on deep reinforcement learning and evaluate the efficacy of different techniques to improve their performance. We also discuss possible future directions for research in the area.