• 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