• DocumentCode
    1800087
  • Title

    A new heuristic providing an effective initial solution for a simulated annealing approach to energy resource scheduling in smart grids

  • Author

    Sousa, T. ; Morais, H. ; Castro, R. ; Vale, Zita

  • Author_Institution
    Knowledge Eng. & Decision Support Res. Center, Polytech. Inst. of Porto, Porto, Portugal
  • fYear
    2014
  • fDate
    9-12 Dec. 2014
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    An intensive use of dispersed energy resources is expected for future power systems, including distributed generation, especially based on renewable sources, and electric vehicles. The system operation methods and tool must be adapted to the increased complexity, especially the optimal resource scheduling problem. Therefore, the use of metaheuristics is required to obtain good solutions in a reasonable amount of time. This paper proposes two new heuristics, called naive electric vehicles charge and discharge allocation and generation tournament based on cost, developed to obtain an initial solution to be used in the energy resource scheduling methodology based on simulated annealing previously developed by the authors. The case study considers two scenarios with 1000 and 2000 electric vehicles connected in a distribution network. The proposed heuristics are compared with a deterministic approach and presenting a very small error concerning the objective function with a low execution time for the scenario with 2000 vehicles.
  • Keywords
    distributed power generation; distribution networks; electric vehicles; energy resources; power generation scheduling; simulated annealing; smart power grids; distributed generation; distribution network; electric vehicles; energy resource scheduling; renewable sources; simulated annealing approach; smart grids; Batteries; Discharges (electric); Energy resources; Generators; Power systems; Simulated annealing; Vehicles; Electric Vehicles; Heuristics-based Initilization; Optimal Resource Scheduling; Simulated Annealing; Vehicle-to-Grid;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence Applications in Smart Grid (CIASG), 2014 IEEE Symposium on
  • Conference_Location
    Orlando, FL
  • Type

    conf

  • DOI
    10.1109/CIASG.2014.7011563
  • Filename
    7011563