Title
Learning-based Cognitive Hitless Spectrum Defragmentation for Dynamic Provisioning in Elastic Optical Networks
Abstract
The rapid evolution of data transmission has posed unprecedented challenges to the dynamic resource provisioning in optical networks. In this letter, we investigate the dynamic spectrum defragmentation problem in elastic optical networks, and propose a novel deep reinforcement learning based solution Deep-DF to achieve self-adaptive spectrum optimization. Compared to the existing pre-fixed heurist...
Year
DOI
Venue
2021
10.1109/LCOMM.2021.3053279
IEEE Communications Letters
Keywords
DocType
Volume
Heuristic algorithms,Frequency selective surfaces,Optimization,Optical fiber networks,Real-time systems,Routing,Simulation
Journal
25
Issue
ISSN
Citations 
5
1089-7798
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Ruoxing Li100.34
Rentao Gu224.03
Weiqi Jin3207.03
Yuefeng Ji4138.67