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

Jian-Qian He, Xiang Deng, Dan Wu, Yonggang Wen, Dili Wu
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引用次数: 11

Abstract

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.
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智能电网上可持续数据中心的社会责任负载调度算法
数据中心的功耗占服务提供商运营成本的很大一部分。然而,仅仅减少电力成本是不够的。相反,服务提供商还应该考虑数据中心的可持续性。本文研究了智能电网环境下可持续数据中心的社会责任负荷调度问题。将电力成本、性能成本和社会成本联合优化构建为考虑区域电价差异、用户请求延迟、可再生能源利用等因素的最小成本网流模型。我们进一步提出了离线和在线负载调度算法,以实现目标成本函数的最优性。最后,进行了一系列的仿真实验来评估我们提出的算法的有效性。
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