Risk-Constrained Operation for Internet Data Centers in Deregulated Electricity Markets

被引:39
|
作者
Yu, Liang [1 ]
Jiang, Tao [1 ]
Cao, Yang [1 ]
Zhang, Qian [2 ]
机构
[1] Huazhong Univ Sci & Technol, Elect & Informat Engn Dept, Wuhan 430074, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Hong Kong, Peoples R China
关键词
Internet data center; uncertainty; operation risk; energy cost; stochastic programming; PERFORMANCE MANAGEMENT; ENERGY PROCUREMENT; POWER; PRICE;
D O I
10.1109/TPDS.2013.2297095
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we study the problem of achieving the optimal tradeoff between operation risk and expected energy cost for Internet data center (IDC) operators in deregulated electricity markets according to the risk preferences of IDC operators. To achieve the target above, we propose a risk-constrained stochastic programming decision framework. Then, we formulate a risk-constrained expected energy cost minimization problem with the uncertainties in spot price and workload. To solve the formulated problem, we use a decomposition-based cutting plane algorithm. Finally, extensive evaluations based on real-life data show the effectiveness of the proposed decision framework.
引用
收藏
页码:1306 / 1316
页数:11
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