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Towards cost-efficient workload scheduling for a Tango between geo-distributed data center and power grid

  • Han Hu
  • , Yonggang Wen
  • , Lei Yin
  • , Ling Qiu
  • Nanyang Technological University
  • University of Science and Technology of China

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Nowadays, data centers consume substantial power, which takes up a considerable portion of local power supply (e.g., smart grid). In this paper, we leverage data center workload scheduling for the coordination between data centers and the smart grid, aiming to reduce the electricity cost of data centers and smooth the load variation of the smart grid simultaneously. We first build cost models of workload scheduling at data centers and the power generation and variation at the smart grid. We formulate the objective function as a weighted sum of the cost of the smart grid and the penalty caused by workload scheduling. Using the dual decomposition method, we then derive the optimal offline solution. To facilitate online implementation, we finally propose a Receding Horizon Control (RHC) based algorithm to obtain the suboptimal solution using limited predicted information. Extensive simulation results show that our proposed scheme can significantly reduce the cost of the smart grid, by up to 20%, while smoothing the load variation simultaneously.

源语言英语
主期刊名2016 IEEE International Conference on Communications, ICC 2016
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781479966646
DOI
出版状态已出版 - 12 7月 2016
已对外发布
活动2016 IEEE International Conference on Communications, ICC 2016 - Kuala Lumpur, 马来西亚
期限: 22 5月 201627 5月 2016

出版系列

姓名2016 IEEE International Conference on Communications, ICC 2016

会议

会议2016 IEEE International Conference on Communications, ICC 2016
国家/地区马来西亚
Kuala Lumpur
时期22/05/1627/05/16

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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