Socially-responsible load scheduling algorithms for sustainable data centers over smart grid

Power consumption of data centers accounts for a significant portion of operational cost for service providers. However, it is not sufficient to minimize electricity cost only. Instead, service providers should also consider the sustainability of data centers. In this paper, we investigate the probl...

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Main Authors: He, Jian, Deng, Xiang, Wu, Dan, Wen, Yonggang, Wu, Di
Other Authors: School of Computer Engineering
Format: Conference or Workshop Item
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/96483
http://hdl.handle.net/10220/11967
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-964832020-05-28T07:19:07Z Socially-responsible load scheduling algorithms for sustainable data centers over smart grid He, Jian Deng, Xiang Wu, Dan Wen, Yonggang Wu, Di School of Computer Engineering IEEE International Conference on Smart Grid Communications (3rd : 2012 : Tainan, Taiwan) DRNTU::Engineering::Computer science and engineering Power consumption of data centers accounts for a significant portion of operational cost for service providers. However, it is not sufficient to minimize electricity cost only. Instead, service providers should also consider the sustainability of data centers. In this paper, we investigate the problem of socially-responsible load scheduling for sustainable data centers in a smart grid environment. We formulate the joint optimization of electricity cost, performance cost and social cost into a min-cost network flow model, which takes the diversity of regional electricity prices, user request latency, usage of renewable energy into account. We further propose both offline and online load scheduling algorithms to achieve the optimality of the objective cost function. Finally, a series of simulation experiments are conducted to evaluate the effectiveness of our proposed algorithms. 2013-07-22T04:39:00Z 2019-12-06T19:31:19Z 2013-07-22T04:39:00Z 2019-12-06T19:31:19Z 2012 2012 Conference Paper He, J., Deng, X., Wu, D., Wen, Y., & Wu, D. (2012). Socially-responsible load scheduling algorithms for sustainable data centers over smart grid. 2012 IEEE Third International Conference on Smart Grid Communications (SmartGridComm). https://hdl.handle.net/10356/96483 http://hdl.handle.net/10220/11967 10.1109/SmartGridComm.2012.6486018 en © 2012 IEEE.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering
spellingShingle DRNTU::Engineering::Computer science and engineering
He, Jian
Deng, Xiang
Wu, Dan
Wen, Yonggang
Wu, Di
Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
description Power consumption of data centers accounts for a significant portion of operational cost for service providers. However, it is not sufficient to minimize electricity cost only. Instead, service providers should also consider the sustainability of data centers. In this paper, we investigate the problem of socially-responsible load scheduling for sustainable data centers in a smart grid environment. We formulate the joint optimization of electricity cost, performance cost and social cost into a min-cost network flow model, which takes the diversity of regional electricity prices, user request latency, usage of renewable energy into account. We further propose both offline and online load scheduling algorithms to achieve the optimality of the objective cost function. Finally, a series of simulation experiments are conducted to evaluate the effectiveness of our proposed algorithms.
author2 School of Computer Engineering
author_facet School of Computer Engineering
He, Jian
Deng, Xiang
Wu, Dan
Wen, Yonggang
Wu, Di
format Conference or Workshop Item
author He, Jian
Deng, Xiang
Wu, Dan
Wen, Yonggang
Wu, Di
author_sort He, Jian
title Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
title_short Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
title_full Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
title_fullStr Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
title_full_unstemmed Socially-responsible load scheduling algorithms for sustainable data centers over smart grid
title_sort socially-responsible load scheduling algorithms for sustainable data centers over smart grid
publishDate 2013
url https://hdl.handle.net/10356/96483
http://hdl.handle.net/10220/11967
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