• DocumentCode
    2666974
  • Title

    An improved multi-objective particle swarm optimization algorithm and its application in EAF steelmaking process

  • Author

    Lin, Feng ; Zhizhong, Mao ; Yuan Ping ; Fuqiang, You

  • Author_Institution
    Northeastern Univ., Shenyang, China
  • fYear
    2012
  • fDate
    23-25 May 2012
  • Firstpage
    867
  • Lastpage
    871
  • Abstract
    An efficient improved multi-objective particle swarm optimization algorithm based weighted pheromone sharing mechanism (PM-MOPSO) approach for solving the power supply curve of electric arc furnace(EAF) steelmaking process is presented in this paper. In PM-MOPSO algorithm, the weighted pheromone sharing mechanism coordinates specific gravity among the optimal solutions; the position migration accelerates algorithm convergence speed; the clustering population compression maintains population diversity. Finally, the application shows that it reduces the electric energy consumption, shortens smelting time and improves lifetime of the furnace lining and cover. The result expresses that the algorithm is effective.
  • Keywords
    furnaces; particle swarm optimisation; steel industry; EAF steelmaking process application; PM-MOPSO; clustering population compression; electric arc furnace; multiobjective particle swarm optimization algorithm; pheromone sharing mechanism; position migration accelerates algorithm; power supply curve; Clustering algorithms; Convergence; Furnaces; Optimization; Particle swarm optimization; Power supplies; Smelting; Multi-objective Optimization Problem (MOP); Particle Swarm Optimization Algorithm (MOPSO); Position Migration and Clustering Population Compression; Power Supply Curve Optimization; Weighted Pheromone Sharing Mechanism;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference (CCDC), 2012 24th Chinese
  • Conference_Location
    Taiyuan
  • Print_ISBN
    978-1-4577-2073-4
  • Type

    conf

  • DOI
    10.1109/CCDC.2012.6244134
  • Filename
    6244134