Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning

Yongyi Ran; Xin Zhou; Han Hu; Yonggang Wen

doi:10.1109/SERVICES55459.2022.00033

Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning

Yongyi Ran, Xin Zhou, Han Hu, Yonggang Wen

School of Information and Electronics

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

3 Citations (Scopus)

Original language	English
Title of host publication	Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022
Editors	Claudio Agostino Ardagna, Carl K. Chang, Rong N. Chang, Ernesto Damiani, Robert Ward, Fatos Xhafa, Jia Zhang
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	20
Number of pages	1
ISBN (Electronic)	9781665481311
DOIs	https://doi.org/10.1109/SERVICES55459.2022.00033
Publication status	Published - 2022
Event	2022 IEEE World Congress on Services, SERVICES 2022 - Barcelona, Spain Duration: 10 Jul 2022 → 16 Jul 2022

Publication series

Name	Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022

Conference

Conference	2022 IEEE World Congress on Services, SERVICES 2022
Country/Territory	Spain
City	Barcelona
Period	10/07/22 → 16/07/22

Keywords

Data center
Deep reinforcement learning
Energy efficiency
Event driven optimization

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/SERVICES55459.2022.00033

Cite this

Ran, Y., Zhou, X., Hu, H., & Wen, Y. (2022). Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning. In C. A. Ardagna, C. K. Chang, R. N. Chang, E. Damiani, R. Ward, F. Xhafa, & J. Zhang (Eds.), Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022 (pp. 20). (Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SERVICES55459.2022.00033

Ran, Yongyi ; Zhou, Xin ; Hu, Han et al. / Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning. Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022. editor / Claudio Agostino Ardagna ; Carl K. Chang ; Rong N. Chang ; Ernesto Damiani ; Robert Ward ; Fatos Xhafa ; Jia Zhang. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 20 (Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022).

@inproceedings{92bd38d7feec41988b8b1ffd42dc2cd5,

title = "Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning",

keywords = "Data center, Deep reinforcement learning, Energy efficiency, Event driven optimization",

author = "Yongyi Ran and Xin Zhou and Han Hu and Yonggang Wen",

year = "2022",

doi = "10.1109/SERVICES55459.2022.00033",

language = "English",

series = "Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "20",

editor = "Ardagna, {Claudio Agostino} and Chang, {Carl K.} and Chang, {Rong N.} and Ernesto Damiani and Robert Ward and Fatos Xhafa and Jia Zhang",

booktitle = "Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022",

address = "United States",

note = "2022 IEEE World Congress on Services, SERVICES 2022 ; Conference date: 10-07-2022 Through 16-07-2022",

}

Ran, Y, Zhou, X, Hu, H & Wen, Y 2022, Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning. in CA Ardagna, CK Chang, RN Chang, E Damiani, R Ward, F Xhafa & J Zhang (eds), Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022. Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022, Institute of Electrical and Electronics Engineers Inc., pp. 20, 2022 IEEE World Congress on Services, SERVICES 2022, Barcelona, Spain, 10/07/22. https://doi.org/10.1109/SERVICES55459.2022.00033

Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning. / Ran, Yongyi; Zhou, Xin; Hu, Han et al.
Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022. ed. / Claudio Agostino Ardagna; Carl K. Chang; Rong N. Chang; Ernesto Damiani; Robert Ward; Fatos Xhafa; Jia Zhang. Institute of Electrical and Electronics Engineers Inc., 2022. p. 20 (Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022).

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

TY - GEN

T1 - Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning

AU - Ran, Yongyi

AU - Zhou, Xin

AU - Hu, Han

AU - Wen, Yonggang

PY - 2022

Y1 - 2022

KW - Data center

KW - Deep reinforcement learning

KW - Energy efficiency

KW - Event driven optimization

UR - http://www.scopus.com/inward/record.url?scp=85138384647&partnerID=8YFLogxK

U2 - 10.1109/SERVICES55459.2022.00033

DO - 10.1109/SERVICES55459.2022.00033

M3 - Conference contribution

AN - SCOPUS:85138384647

T3 - Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022

SP - 20

BT - Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022

A2 - Ardagna, Claudio Agostino

A2 - Chang, Carl K.

A2 - Chang, Rong N.

A2 - Damiani, Ernesto

A2 - Ward, Robert

A2 - Xhafa, Fatos

A2 - Zhang, Jia

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE World Congress on Services, SERVICES 2022

Y2 - 10 July 2022 through 16 July 2022

ER -

Ran Y, Zhou X, Hu H, Wen Y. Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning. In Ardagna CA, Chang CK, Chang RN, Damiani E, Ward R, Xhafa F, Zhang J, editors, Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 20. (Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022). doi: 10.1109/SERVICES55459.2022.00033

Optimizing Data Centre Energy Efficiency via Event Driven Deep Reinforcement Learning

Publication series

Conference

Keywords

UN SDGs

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