DocumentCode
1754965
Title
Energy and Performance Management of Green Data Centers: A Profit Maximization Approach
Author
Ghamkhari, Mahdi ; Mohsenian-Rad, Hamed
Author_Institution
EE Dept., Univ. of California at Riverside, Riverside, CA, USA
Volume
4
Issue
2
fYear
2013
fDate
41426
Firstpage
1017
Lastpage
1025
Abstract
While a large body of work has recently focused on reducing data center´s energy expenses, there exists no prior work on investigating the trade-off between minimizing data center´s energy expenditure and maximizing their revenue for various Internet and cloud computing services that they may offer. In this paper, we seek to tackle this shortcoming by proposing a systematic approach to maximize green data center´s profit, i.e., revenue minus cost. In this regard, we explicitly take into account practical service-level agreements (SLAs) that currently exist between data centers and their customers. Our model also incorporates various other factors such as availability of local renewable power generation at data centers and the stochastic nature of data centers´ workload. Furthermore, we propose a novel optimization-based profit maximization strategy for data centers for two different cases, without and with behind-the-meter renewable generators. We show that the formulated optimization problems in both cases are convex programs; therefore, they are tractable and appropriate for practical implementation. Using various experimental data and via computer simulations, we assess the performance of the proposed optimization-based profit maximization strategy and show that it significantly outperforms two comparable energy and performance management algorithms that are recently proposed in the literature.
Keywords
cloud computing; computer centres; convex programming; energy conservation; energy management systems; Internet; SLA; behind-the-meter renewable generators; cloud computing services; convex programming; data center energy expenditure; energy management; green data centers; local renewable power generation; performance management; profit maximization strategy; service level agreements; Cloud computing; Convex functions; Energy conservation; Energy management; Servers; Behind-the-meter renewable power generation; convex optimization; energy and performance management; green data centers; profit maximization; service-level agreements;
fLanguage
English
Journal_Title
Smart Grid, IEEE Transactions on
Publisher
ieee
ISSN
1949-3053
Type
jour
DOI
10.1109/TSG.2013.2237929
Filename
6477196
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