Title | ||
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Learning-based Cognitive Hitless Spectrum Defragmentation for Dynamic Provisioning in Elastic Optical Networks |
Abstract | ||
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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 Li | 1 | 0 | 0.34 |
Rentao Gu | 2 | 2 | 4.03 |
Weiqi Jin | 3 | 20 | 7.03 |
Yuefeng Ji | 4 | 13 | 8.67 |