• DocumentCode
    86325
  • Title

    Residential Appliance DR Energy Management With Electric Privacy Protection by Online Stochastic Optimization

  • Author

    Zhi Chen ; Lei Wu

  • Author_Institution
    Electr. & Comput. Eng. Dept., Clarkson Univ., Potsdam, NY, USA
  • Volume
    4
  • Issue
    4
  • fYear
    2013
  • fDate
    Dec. 2013
  • Firstpage
    1861
  • Lastpage
    1869
  • Abstract
    This paper explores electric privacy issues that may occur along with the residential appliance demand response (DR) energy management in smart meters. Three metrics are introduced to quantitatively measure the spatial and/or temporal similarity of metered power profiles. The online stochastic optimization adopts the scenario-based approach via Monte Carlo (MC) simulation for minimizing the sum of the expected electricity payment and the weighted difference among metered power profiles for the entire day, which are measured by the three similarity metrics, in order to balance the tradeoff between the electricity payment and the electric privacy protection. In addition, batteries are employed to disguise the actual appliance power profile along with the scheduling horizon and enhance the electric privacy protection. Numerical case studies illustrate the effectiveness of the proposed approach for protecting the electric privacy in residential appliance DR energy management.
  • Keywords
    Monte Carlo methods; data privacy; demand side management; energy management systems; power system protection; power system security; smart meters; stochastic programming; MC simulation; Monte Carlo simulation; appliance power profile; electric privacy protection; expected electricity payment; metered power profiles; online stochastic optimization; residential appliance DR energy management; residential appliance demand response energy management; scenario-based approach; scheduling horizon; similarity metrics; smart meters; Batteries; Electricity; Home appliances; Optimization; Power demand; Privacy; Smart meters; Electric privacy protection; online stochastic programming; residential appliance DR energy management; smart meter;
  • fLanguage
    English
  • Journal_Title
    Smart Grid, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1949-3053
  • Type

    jour

  • DOI
    10.1109/TSG.2013.2256803
  • Filename
    6522908