Building Autonomic Elastic Optical Networks with Deep Reinforcement Learning - researchr publication related

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Xiaoliang Chen, Roberto Proietti, S. J. Ben Yoo. Building Autonomic Elastic Optical Networks with Deep Reinforcement Learning. IEEE Communications Magazine, 57(10):20-26, 2019. [doi]

The following publications are possibly variants of this publication:

A Multi-Task-Learning-Based Transfer Deep Reinforcement Learning Design for Autonomic Optical NetworksXiaoliang Chen, Roberto Proietti, Che-Yu Liu, S. J. Ben Yoo. jsac, 39(9):2878-2889, 2021. [doi]

Deep-RMSA: A Deep-Reinforcement-Learning Routing, Modulation and Spectrum Assignment Agent for Elastic Optical NetworksXiaoliang Chen, Jiannan Guo, Zuqing Zhu, Roberto Proietti, Alberto Castro, S. J. Ben Yoo. ofc 2018: 1-3 [doi]

Exploiting Multi-Task Learning to Achieve Effective Transfer Deep Reinforcement Learning in Elastic Optical NetworksXiaoliang Chen, Roberto Proietti, Che-Yu Liu, Zuqing Zhu, S. J. Ben Yoo. ofc 2020: 1-3 [doi]

Deep Reinforcement Learning for Provisioning Virtualized Network Function in Inter-Datacenter Elastic Optical NetworksMin Zhu, Qi Chen, Jiahua Gu, Pingping Gu. tnsm, 19(3):3341-3351, 2022. [doi]

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