• DocumentCode
    53464
  • Title

    Heuristic-Based Shiftable Loads Optimal Management in Smart Micro-Grids

  • Author

    Graditi, Giorgio ; Di Silvestre, Maria Luisa ; Gallea, Roberto ; Riva Sanseverino, Eleonora

  • Author_Institution
    Ente per le Nuove Tecnol., l´Energia e lo Sviluppo Economico Sostenibile (ENEA), Naples, Italy
  • Volume
    11
  • Issue
    1
  • fYear
    2015
  • fDate
    Feb. 2015
  • Firstpage
    271
  • Lastpage
    280
  • Abstract
    In this paper, an optimal power dispatch problem on a 24-h basis for distribution systems with distributed energy resources (DER) also including directly controlled shiftable loads is presented. In the literature, the optimal energy management problems in smart grids (SGs) where such types of loads exist are formulated using integer or mixed integer variables. In this paper, a new formulation of shiftable loads is employed. Such formulation allows reduction in the number of optimization variables and the adoption of real valued optimization methods such as the one proposed in this paper. The method applied is a novel nature-inspired multiobjective optimization algorithm based on an original extension of a glowworm swarm particles optimization algorithm, with algorithmic enhancements to treat multiple objective formulations. The performance of the algorithm is compared to the NSGA-II on the considered power systems application.
  • Keywords
    distributed power generation; load dispatching; particle swarm optimisation; power system management; smart power grids; DER; NSGA-II; algorithmic enhancements; distributed energy resources; distribution systems; glowworm swarm particles optimization algorithm; heuristic-based shiftable loads optimal management; integer variables; mixed integer variables; multiple objective formulations; nature-inspired multiobjective optimization algorithm; optimal power dispatch problem; power systems application; real valued optimization methods; smart microgrids; time 24 h; Energy management; Energy resources; Home appliances; Load modeling; Optimization; Production; Smart grids; Demand side management; Pareto optimization; shiftable loads; smart-grids; swarm-optimization;
  • fLanguage
    English
  • Journal_Title
    Industrial Informatics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1551-3203
  • Type

    jour

  • DOI
    10.1109/TII.2014.2331000
  • Filename
    6834796