DRL-R: Deep reinforcement learning approach for intelligent routing in software-defined data-center networks

Journal of Network and Computer Applications ◽

10.1016/j.jnca.2020.102865 ◽

2020 ◽

pp. 102865

Author(s):

Wai-xi Liu ◽

Jun Cai ◽

Qing Chun Chen ◽

Yu Wang

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Learning Approach ◽

Data Center Networks ◽

Intelligent Routing

Download Full-text

Intelligent Routing based on Deep Reinforcement Learning in Software-Defined Data-Center Networks

2019 IEEE Symposium on Computers and Communications (ISCC) ◽

10.1109/iscc47284.2019.8969579 ◽

2019 ◽

Author(s):

Wai-xi Liu

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Data Center Networks ◽

Intelligent Routing

Download Full-text

DeepRLB: A deep reinforcement learning‐based load balancing in data center networks

International Journal of Communication Systems ◽

10.1002/dac.4912 ◽

2021 ◽

Author(s):

Negar Rikhtegar ◽

Omid Bushehrian ◽

Manijeh Keshtgari

Keyword(s):

Reinforcement Learning ◽

Load Balancing ◽

Data Center ◽

Data Center Networks

Download Full-text

Reconfigurable Network Topology Based on Deep Reinforcement Learning in Software-Defined Data-Center Networks

Asia Communications and Photonics Conference/International Conference on Information Photonics and Optical Communications 2020 (ACP/IPOC) ◽

10.1364/acpc.2020.m4a.196 ◽

2020 ◽

Author(s):

Wen Yang ◽

Bingli Guo ◽

Yu Shang ◽

Shanguo Huang

Keyword(s):

Reinforcement Learning ◽

Network Topology ◽

Data Center ◽

Data Center Networks

Download Full-text

QOS-Aware Flow Control for Power-Efficient Data Center Networks with Deep Reinforcement Learning

ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp40776.2020.9054040 ◽

2020 ◽

Author(s):

Penghao Sun ◽

Zehua Guo ◽

Sen Liu ◽

Julong Lan ◽

Yuxiang Hu

Keyword(s):

Reinforcement Learning ◽

Flow Control ◽

Data Center ◽

Data Center Networks ◽

Power Efficient ◽

Download Full-text

Mix-flow scheduling using deep reinforcement learning for software-defined data-center networks

Internet Technology Letters ◽

10.1002/itl2.99 ◽

2019 ◽

Vol 2 (3) ◽

pp. e99 ◽

Author(s):

Wai-Xi Liu ◽

Jun Cai ◽

Yu Wang ◽

Qing C. Chen ◽

Dong Tang

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Data Center Networks

Download Full-text

Self-driving Reconfiguration of Data Center Networks by Deep Reinforcement Learning and Silicon Photonic Flex-LION Switches

2020 IEEE Photonics Conference (IPC) ◽

10.1109/ipc47351.2020.9252244 ◽

2020 ◽

Author(s):

Roberto Proietti ◽

Xiaoliang Chen ◽

Yu Shang ◽

S.J. Ben Yoo

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Data Center Networks ◽

Silicon Photonic

Download Full-text

DRL-PLink: Deep Reinforcement Learning with Private Link Approach for Mix-Flow Scheduling in Software-Defined Data-Center Networks

IEEE Transactions on Network and Service Management ◽

10.1109/tnsm.2021.3128267 ◽

2021 ◽

pp. 1-1

Author(s):

Wai-xi Liu ◽

Jinjie Lu ◽

Jun Cai ◽

Yinghao Zhu ◽

Sen Ling ◽

...

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Data Center Networks

Download Full-text

A Reinforcement Learning Based Data Storage and Traffic Management in Information-Centric Data Center Networks

Mobile Networks and Applications ◽

10.1007/s11036-020-01629-w ◽

2020 ◽

Author(s):

Weihong Yang ◽

Yang Qin ◽

ZhaoZheng Yang

Keyword(s):

Reinforcement Learning ◽

Data Storage ◽

Data Center ◽

Traffic Management ◽

Data Center Networks

Download Full-text

Reinforcement Learning based Load Balancing for Data Center Networks

2021 IEEE 7th International Conference on Network Softwarization (NetSoft) ◽

10.1109/netsoft51509.2021.9492566 ◽

2021 ◽

Author(s):

Jiyoon Lim ◽

Jae-Hyoung Yoo ◽

James Won-Ki Hong

Keyword(s):

Reinforcement Learning ◽

Load Balancing ◽

Data Center ◽

Data Center Networks

Download Full-text

(ITMP) – Intelligent Traffic Management Prototype using Reinforcement Learning approach for Software Defined Data Center (SDDC)

Sustainable Computing Informatics and Systems ◽

10.1016/j.suscom.2021.100610 ◽

2021 ◽

Vol 32 ◽

pp. 100610

Author(s):

Balakiruthiga B. ◽

Deepalakshmi P.

Keyword(s):

Reinforcement Learning ◽

Data Center ◽

Traffic Management ◽

Learning Approach

Download Full-text