• DocumentCode
    175706
  • Title

    An improved harmony search algorithm with dynamic control parameters for continuous optimization problems

  • Author

    Biao Zhang ; Huihui Yan ; Junhua Duan ; Liang, J.J. ; Hong-yan Sang ; Quan-ke Pan

  • Author_Institution
    Coll. of Comput. Sci., Liaocheng Univ., Liaocheng, China
  • fYear
    2014
  • fDate
    May 31 2014-June 2 2014
  • Firstpage
    966
  • Lastpage
    971
  • Abstract
    An improved harmony search algorithm is presented for solving continuous optimization problems in this paper. In the proposed algorithm, an elimination principle is developed for choosing from the harmony memory, so that the harmonies with better fitness will have more opportunities to be selected in generating new harmonies. Two key control parameters, pitch adjustment rate (PAR) and bandwidth distance (bw), are dynamically adjusted to favor exploration in the early stages and exploitation during the final stages of the search process with the different search spaces of the optimization problems. Numerical results of 12 benchmark problems show that the proposed algorithm performs more effectively than the existing HS variants in finding better solutions.
  • Keywords
    optimisation; search problems; HS variants; PAR; bandwidth distance; bw; continuous optimization problems; dynamic control parameters; elimination principle; harmony memory; harmony search algorithm; pitch adjustment rate; search process; search spaces; Algorithm design and analysis; Educational institutions; Electronic mail; Heuristic algorithms; Optimization; Search problems; Vectors; Continuous optimization; Dynamic parameter; Evolutionary algorithms; Harmony search; Meta-heuristics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference (2014 CCDC), The 26th Chinese
  • Conference_Location
    Changsha
  • Print_ISBN
    978-1-4799-3707-3
  • Type

    conf

  • DOI
    10.1109/CCDC.2014.6852303
  • Filename
    6852303