• DocumentCode
    19748
  • Title

    User-Aware Game Theoretic Approach for Demand Management

  • Author

    Yaagoubi, Naouar ; Mouftah, Hussein T.

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Univ. of Ottawa, Ottawa, ON, Canada
  • Volume
    6
  • Issue
    2
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    716
  • Lastpage
    725
  • Abstract
    Demand-management programs intend to maintain supply-demand balance and reduce the total energy cost. In this paper, we propose a user-aware demand-management approach that manages residential loads while taking into consideration user preferences. Maximizing users´ savings and comfort can be two contradicting objectives. We identify a trade-off between these two objectives and propose an energy consumption optimization model, as well as a game theoretic approach to take this trade-off into account. User comfort is modeled in a simple yet effective way that considers waiting time, type of appliance, as well as a weight factor to prioritize comfort over savings. The proposed game is based on a modified regret matching procedure and borrows advantages of both centralized and decentralized schemes. Through simulations, we show that the proposed approach is scalable, converges in acceptable times, introduces a very limited amount of overhead in the system, achieves very high cost savings, and preserves users´ preferences. Extensive simulations are used to evaluate the performance of the optimization model and the proposed approach.
  • Keywords
    demand side management; game theory; optimisation; power consumption; appliance type; decentralized scheme; demand management; energy consumption optimization; modified regret matching procedure; residential loads; user aware game theoretic approach; user comfort; user preferences; user savings; waiting time; weight factor; Companies; Delays; Energy consumption; Games; Home appliances; Optimization; Schedules; Comfort; demand response; energy management; smart grid; users preferences;
  • fLanguage
    English
  • Journal_Title
    Smart Grid, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1949-3053
  • Type

    jour

  • DOI
    10.1109/TSG.2014.2363098
  • Filename
    6940310