• DocumentCode
    3745
  • Title

    Multibattery Optimal Coordination Control for Home Energy Management Systems via Distributed Iterative Adaptive Dynamic Programming

  • Author

    Qinglai Wei ; Derong Liu ; Guang Shi ; Yu Liu

  • Author_Institution
    State Key Lab. of Manage. & Control for Complex Syst., Inst. of Autom., Beijing, China
  • Volume
    62
  • Issue
    7
  • fYear
    2015
  • fDate
    Jul-15
  • Firstpage
    4203
  • Lastpage
    4214
  • Abstract
    In this paper, a novel distributed iterative adaptive dynamic programming (ADP) method is developed to solve the multibattery optimal coordination control problems for home energy management systems. According to system transformations, the multi-input optimal control problem is transformed into a single-input optimal control problem, where all the batteries are implemented at their worst performance. Next, based on the worst-performance optimal control law, an effective distributed iterative ADP algorithm is developed, where, in each iteration, only a single-input optimization problem is implemented. Convergence properties of the distributed iterative ADP algorithm are developed to show that the iterative performance index function converges to the optimum. Finally, numerical analysis is given to illustrate the performance of the developed algorithm.
  • Keywords
    adaptive control; battery management systems; building management systems; convergence of numerical methods; distributed control; dynamic programming; energy management systems; iterative methods; optimal control; secondary cells; convergence property; distributed iterative ADP algorithm; distributed iterative adaptive dynamic programming; home energy management system; iterative performance index function; multibattery optimal coordination control; multiinput optimal control problem; single input optimal control problem; single input optimization problem; Adaptive critic designs; adaptive dynamic programming; adaptive dynamic programming (ADP); approximate dynamic programming; distributed optimal control; smart grid; smart home;
  • fLanguage
    English
  • Journal_Title
    Industrial Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0046
  • Type

    jour

  • DOI
    10.1109/TIE.2014.2388198
  • Filename
    7001611