Enabling Scalable Routing in Software-Defined Networks With Deep Reinforcement Learning on Critical Nodes

IEEE/ACM Transactions on Networking ◽

10.1109/tnet.2021.3126933 ◽

2021 ◽

pp. 1-12

Author(s):

Penghao Sun ◽

Zehua Guo ◽

Junfei Li ◽

Yang Xu ◽

Julong Lan ◽

...

Keyword(s):

Reinforcement Learning ◽

Software Defined Networks ◽

Scalable Routing ◽

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A Security-Constrained Reinforcement Learning Framework for Software Defined Networks

ICC 2021 - IEEE International Conference on Communications ◽

10.1109/icc42927.2021.9500763 ◽

2021 ◽

Author(s):

Anand Mudgerikar ◽

Elisa Bertino ◽

Jorge Lobo ◽

Dinesh Verma

Keyword(s):

Reinforcement Learning ◽

Software Defined Networks ◽

Learning Framework

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MARVEL: Enabling controller load balancing in software-defined networks with multi-agent reinforcement learning

Computer Networks ◽

10.1016/j.comnet.2020.107230 ◽

2020 ◽

Vol 177 ◽

pp. 107230

Author(s):

Penghao Sun ◽

Zehua Guo ◽

Gang Wang ◽

Julong Lan ◽

Yuxiang Hu

Keyword(s):

Reinforcement Learning ◽

Load Balancing ◽

Software Defined Networks ◽

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Q-Placement: Reinforcement-Learning-Based Service Placement in Software-Defined Networks

2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS) ◽

10.1109/icdcs.2018.00159 ◽

2018 ◽

Author(s):

Ziyao Zhang ◽

Liang Ma ◽

Kin K. Leung ◽

Leandros Tassiulas ◽

Jeremy Tucker

Keyword(s):

Reinforcement Learning ◽

Software Defined Networks ◽

Service Placement

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Reinforcement Learning-Driven QoS-Aware Intelligent Routing for Software-Defined Networks

2019 IEEE Global Conference on Signal and Information Processing (GlobalSIP) ◽

10.1109/globalsip45357.2019.8969320 ◽

2019 ◽

Author(s):

Md Billal Hossain ◽

Jin Wei

Keyword(s):

Reinforcement Learning ◽

Software Defined Networks ◽

Intelligent Routing

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DATE: Disturbance-Aware Traffic Engineering with Reinforcement Learning in Software-Defined Networks

10.1109/iwqos52092.2021.9521343 ◽

2021 ◽

Author(s):

Minghao Ye ◽

Junjie Zhang ◽

Zehua Guo ◽

H. Jonathan Chao

Keyword(s):

Reinforcement Learning ◽

Traffic Engineering ◽

Software Defined Networks

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Software-Defined Networks with Mobile Edge Computing and Caching for Smart Cities: A Big Data Deep Reinforcement Learning Approach

IEEE Communications Magazine ◽

10.1109/mcom.2017.1700246 ◽

2017 ◽

Vol 55 (12) ◽

pp. 31-37 ◽

Author(s):

Ying He ◽

F. Richard Yu ◽

Nan Zhao ◽

Victor C. M. Leung ◽

Hongxi Yin

Keyword(s):

Big Data ◽

Reinforcement Learning ◽

Smart Cities ◽

Edge Computing ◽

Learning Approach ◽

Software Defined Networks ◽

Mobile Edge Computing

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Traffic Engineering in Software-defined Networks using Reinforcement Learning: A Review

International Journal of Advanced Computer Science and Applications ◽

10.14569/ijacsa.2021.0120541 ◽

2021 ◽

Vol 12 (5) ◽

Author(s):

Delali Kwasi Dake ◽

James Dzisi Gadze ◽

Griffith Selorm Klogo ◽

Henry Nunoo-Mensah

Keyword(s):

Reinforcement Learning ◽

Traffic Engineering ◽

Software Defined Networks

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Network-wide traffic signal control based on the discovery of critical nodes and deep reinforcement learning

Journal of Intelligent Transportation Systems ◽

10.1080/15472450.2018.1527694 ◽

2019 ◽

Vol 24 (1) ◽

pp. 1-10 ◽

Author(s):

Ming Xu ◽

Jianping Wu ◽

Ling Huang ◽

Rui Zhou ◽

Tian Wang ◽

...

Keyword(s):

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

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Deep Reinforcement Learning-based Traffic Sampling for Multiple Traffic Analyzers on Software-Defined Networks

IEEE Access ◽

10.1109/access.2021.3068459 ◽

2021 ◽

pp. 1-1

Author(s):

Sunghwan Kim ◽

Seunghyun Yoon ◽

Hyuk Lim

Keyword(s):

Reinforcement Learning ◽

Software Defined Networks

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DeepCQ+: Robust and Scalable Routing with Multi-Agent Deep Reinforcement Learning for Highly Dynamic Networks

10.1109/milcom52596.2021.9652948 ◽

2021 ◽

Author(s):

Saeed Kaviani ◽

Bo Ryu ◽

Ejaz Ahmed ◽

Kevin Larson ◽

Anh Le ◽

...

Keyword(s):

Reinforcement Learning ◽

Dynamic Networks ◽

Scalable Routing ◽

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