Experimental assessment of traffic prediction assisted data center network reconfiguration method

被引：0

作者：

Guo, Xiaotao ^{[1
]}

Xue, Xuwei ^{[1
]}

Yan, Fulong ^{[1
]}

Pan, Bitao ^{[1
]}

Exarchakos, Georgios ^{[1
]}

Calabretta, Nicola ^{[1
]}

机构：

[1] Eindhoven Univ Technol, Inst Photon Integrat, Eindhoven, Netherlands

来源：

2021 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC) | 2021年

关键词：

D O I：

10.1109/ECOC52684.2021.9606079

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We experimentally demonstrate a traffic prediction assisted network reconfiguration method (TPANR) for data center networks based on deep reinforcement learning (DRL). Traffic prediction model performs the lowest MSE of 2.64E-4. Exploiting one-step ahead traffic prediction and DRL-based automatic network reconfiguration, TPANR achieves 17.3% latency improvement.

引用

页数：4

共 50 条

[21] Data Prediction of Mobile Network Traffic in Public Scenes by SOS-vSVR Method
Zheng, Xiaoliang
Lai, Wenhao
Chen, Hualiang
Fang, Shen
SENSORS, 2020, 20 (03)
[22] Blockchain-Assisted Adaptive Reconfiguration Method for Trusted UAV Network
Kong, Lingjun
Chen, Bing
Hu, Feng
ELECTRONICS, 2022, 11 (16)
[23] An Analysis and Assessment Method of WCDMA Network Traffic
Cheng, Xinzhou
Guan, Jian
INSTRUMENTATION, MEASUREMENT, CIRCUITS AND SYSTEMS, 2012, 127 : 541 - 545
[24] Bayesian Tensor Completion for Network Traffic Data Prediction
Yang, Zecan
Yang, Laurence T.
Wang, Huaimin
Ren, Bocheng
Yang, Xiangli
IEEE NETWORK, 2023, 37 (04): : 74 - 80
[25] Active Distribution Network Reconfiguration Method Based on Photovoltaic Generation Prediction
He Ming
Ma Chunyan
Duan Qing
Ni Shan
Deng Wenwen
Liu Xinyan
Li Zhenyi
Chen Yin
Shi Yong
2022 IEEE INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, BIG DATA AND ALGORITHMS (EEBDA), 2022, : 82 - 87
[26] Network Traffic Prediction Model Based on Training Data
Park, Jinwoo
Raza, Syed M.
Thorat, Pankaj
Kim, Dongsoo S.
Choo, Hyunseung
COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2015, PT IV, 2015, 9158 : 117 - 127
[27] Method of data cleaning for network traffic classification
Wang, R.-Y. (rywang@scut.edu.cn), 1600, Beijing University of Posts and Telecommunications (21):
[28] Method of data cleaning for network traffic classification
WANG Ruo-yu
LIU Zhen
ZHANG Ling
The Journal of China Universities of Posts and Telecommunications, 2014, (03) : 35 - 45
[29] Method of data cleaning for network traffic classification
WANG Ruo-yu
LIU Zhen
ZHANG Ling
The Journal of China Universities of Posts and Telecommunications, 2014, 21 (03) : 35 - 45
[30] A Novel Network Traffic Prediction Method Based on RMPM
Wu, Jianjun
Gong, Weijun
Shang, Zhen
2019 3RD INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, AUTOMATION AND CONTROL TECHNOLOGIES (AIACT 2019), 2019, 1267

← 1 2 3 4 5 →