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Exploiting Multi-Task Learning to Achieve Effective Transfer Deep Reinforcement Learning in Elastic Optical Networks
Optical Fiber Communication Conference (OFC) 2020
◽
10.1364/ofc.2020.m1b.3
◽
2020
◽
Cited By ~ 2
Author(s):
Xiaoliang Chen
◽
Roberto Proietti
◽
Che-Yu Liu
◽
Zuqing Zhu
◽
S. J. Ben Yoo
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Task Learning
◽
Effective Transfer
Download Full-text
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Cited By
References
A Multi-Task-Learning-based Transfer Deep Reinforcement Learning Design for Autonomic Optical Networks
IEEE Journal on Selected Areas in Communications
◽
10.1109/jsac.2021.3064657
◽
2021
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pp. 1-1
Author(s):
Xiaoliang Chen
◽
Roberto Proietti
◽
Che-Yu Liu
◽
S. J. Ben Yoo
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Learning Design
◽
Task Learning
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Mask RSA: End-To-End Reinforcement Learning-based Routing and Spectrum Assignment in Elastic Optical Networks
10.1109/ecoc52684.2021.9606169
◽
2021
◽
Author(s):
Masayuki Shimoda
◽
Takafumi Tanaka
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Spectrum Assignment
◽
Routing And Spectrum Assignment
◽
End To End
Download Full-text
Efficiency and Fairness Improvement for Elastic Optical Networks using Reinforcement Learning-based Traffic Prediction
Journal of Optical Communications and Networking
◽
10.1364/jocn.440590
◽
2021
◽
Author(s):
Anastasios Valkanis
◽
Georgia Beletsioti
◽
Petros Nicopolitidis
◽
Georgios Papadimitriou
◽
Emmanouel Varvarigos
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Traffic Prediction
Download Full-text
A Reinforcement Learning Based Computing Task Offloading Scheme in Incompletely Expanded C+L-Band Metro Optical Networks
10.1364/oecc.2021.t2a.5
◽
2021
◽
Author(s):
Lihao Liu
◽
Shan Yin
◽
Chen Yang
◽
Wei Zhang
◽
Zhenhao Wang
◽
...
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
L Band
◽
Task Offloading
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Reinforcement learning based routing in all-optical networks
2007 Fourth International Conference on Broadband Communications, Networks and Systems (BROADNETS '07)
◽
10.1109/broadnets.2007.4550533
◽
2007
◽
Cited By ~ 9
Author(s):
Yvan Pointurier
◽
Fariba Heidari
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
All Optical
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Reset-Free Reinforcement Learning via Multi-Task Learning: Learning Dexterous Manipulation Behaviors without Human Intervention
10.1109/icra48506.2021.9561384
◽
2021
◽
Author(s):
Abhishek Gupta
◽
Justin Yu
◽
Tony Z. Zhao
◽
Vikash Kumar
◽
Aaron Rovinsky
◽
...
Keyword(s):
Reinforcement Learning
◽
Human Intervention
◽
Dexterous Manipulation
◽
Task Learning
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Reconfiguring Multicast Sessions in Elastic Optical Networks Adaptively with Graph-Aware Deep Reinforcement Learning
Journal of Optical Communications and Networking
◽
10.1364/jocn.431225
◽
2021
◽
Author(s):
Zuqing Zhu
◽
Xiaojian Tian
◽
Baojia Li
◽
Rentao Gu
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Multicast Sessions
Download Full-text
Multi-band Environments for Optical Reinforcement Learning Gym for Resource Allocation in Elastic Optical Networks
2021 International Conference on Optical Network Design and Modeling (ONDM)
◽
10.23919/ondm51796.2021.9492435
◽
2021
◽
Author(s):
Patricia Morales
◽
Patricia Franco
◽
Astrid Lozada
◽
Nicolas Jara
◽
Felipe Calderon
◽
...
Keyword(s):
Resource Allocation
◽
Reinforcement Learning
◽
Optical Networks
◽
Multi Band
Download Full-text
Multi-band provisioning in dynamic elastic optical networks: a comparative study of a heuristic and a deep reinforcement learning approach
2021 International Conference on Optical Network Design and Modeling (ONDM)
◽
10.23919/ondm51796.2021.9492334
◽
2021
◽
Author(s):
Nour El Din El Sheikh
◽
Esteban Paz
◽
Juan Pinto
◽
Alejandra Beghelli
Keyword(s):
Reinforcement Learning
◽
Comparative Study
◽
Optical Networks
◽
Learning Approach
◽
Multi Band
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Dynamic Modulation Format and Wavelength Assignment in Optical Networks using Reinforcement Learning
10.1364/networks.2021.nef2b.4
◽
2021
◽
Author(s):
Maria Freire-Hermelo
◽
Antoine Lavignotte
◽
Catherine Lepers
Keyword(s):
Reinforcement Learning
◽
Optical Networks
◽
Wavelength Assignment
◽
Dynamic Modulation
◽
Modulation Format
Download Full-text
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