Network Performance Optimization with Real Time Traffic Prediction in Data Center Network

Fulong Yan; Shiwei Liu; Nicola Calabretta

doi:10.1109/ECOC48923.2020.9333381

Network Performance Optimization with Real Time Traffic Prediction in Data Center Network

Fulong Yan, Shiwei Liu, Nicola Calabretta

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Abstract

We demonstrate the performance optimization of a data center network based on recurrent highway network (RHN) traffic prediction model. The RHN model achieves the lowest MSE of 0.014 and empowers the network reconfiguration via Ryu controller and SDN agents to demonstrate real-time system performance optimization.

Original language	English
Title of host publication	2020 European Conference on Optical Communications, ECOC 2020
Publisher	Institute of Electrical and Electronics Engineers
Number of pages	4
ISBN (Electronic)	9781728173610
DOIs	https://doi.org/10.1109/ECOC48923.2020.9333381
Publication status	Published - 4 Feb 2021
Event	46th European Conference on Optical Communications, ECOC 2020 - Brussels, Belgium, Virtual, Brussels, Belgium Duration: 6 Dec 2020 → 10 Dec 2020 Conference number: 46

Conference

Conference	46th European Conference on Optical Communications, ECOC 2020
Abbreviated title	ECOC 2020
Country/Territory	Belgium
City	Virtual, Brussels
Period	6/12/20 → 10/12/20

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10.1109/ECOC48923.2020.9333381

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@inproceedings{1b9b5e1a4cb141c09466f0f74d8539b0,

title = "Network Performance Optimization with Real Time Traffic Prediction in Data Center Network",

abstract = "We demonstrate the performance optimization of a data center network based on recurrent highway network (RHN) traffic prediction model. The RHN model achieves the lowest MSE of 0.014 and empowers the network reconfiguration via Ryu controller and SDN agents to demonstrate real-time system performance optimization.",

author = "Fulong Yan and Shiwei Liu and Nicola Calabretta",

year = "2021",

month = feb,

day = "4",

doi = "10.1109/ECOC48923.2020.9333381",

language = "English",

booktitle = "2020 European Conference on Optical Communications, ECOC 2020",

publisher = "Institute of Electrical and Electronics Engineers",

address = "United States",

note = "46th European Conference on Optical Communications, ECOC 2020, ECOC 2020 ; Conference date: 06-12-2020 Through 10-12-2020",

}

Yan, F, Liu, S & Calabretta, N 2021, Network Performance Optimization with Real Time Traffic Prediction in Data Center Network. in 2020 European Conference on Optical Communications, ECOC 2020., 9333381, Institute of Electrical and Electronics Engineers, 46th European Conference on Optical Communications, ECOC 2020, Virtual, Brussels, Belgium, 6/12/20. https://doi.org/10.1109/ECOC48923.2020.9333381

Network Performance Optimization with Real Time Traffic Prediction in Data Center Network. / Yan, Fulong; Liu, Shiwei ; Calabretta, Nicola.
2020 European Conference on Optical Communications, ECOC 2020. Institute of Electrical and Electronics Engineers, 2021. 9333381.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Network Performance Optimization with Real Time Traffic Prediction in Data Center Network

AU - Yan, Fulong

AU - Liu, Shiwei

AU - Calabretta, Nicola

N1 - Conference code: 46

PY - 2021/2/4

Y1 - 2021/2/4

N2 - We demonstrate the performance optimization of a data center network based on recurrent highway network (RHN) traffic prediction model. The RHN model achieves the lowest MSE of 0.014 and empowers the network reconfiguration via Ryu controller and SDN agents to demonstrate real-time system performance optimization.

AB - We demonstrate the performance optimization of a data center network based on recurrent highway network (RHN) traffic prediction model. The RHN model achieves the lowest MSE of 0.014 and empowers the network reconfiguration via Ryu controller and SDN agents to demonstrate real-time system performance optimization.

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U2 - 10.1109/ECOC48923.2020.9333381

DO - 10.1109/ECOC48923.2020.9333381

M3 - Conference contribution

BT - 2020 European Conference on Optical Communications, ECOC 2020

PB - Institute of Electrical and Electronics Engineers

T2 - 46th European Conference on Optical Communications, ECOC 2020

Y2 - 6 December 2020 through 10 December 2020

ER -

Network Performance Optimization with Real Time Traffic Prediction in Data Center Network

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