• DocumentCode
    2909863
  • Title

    Deterministic parameter control in Harmony Search

  • Author

    Diao, Ren ; Shen, Qiang

  • Author_Institution
    Dept. of Comput. Sci., Aberystwyth Univ., Aberystwyth, UK
  • fYear
    2010
  • fDate
    8-10 Sept. 2010
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Harmony search is a recently developed meta heuristic capable of solving discrete and continuous valued optimisation problems. However, the nature of pre-defined constant parameters limits the exploitation of the algorithm. This paper proposes a number of deterministic parameter control rules to fine-tune these parameters individually and dynamically, making Harmony Search a more dynamic algorithm which is able to achieve better results. A combined approach that implements all the proposed rules is then applied to various benchmarks and engineering problems. Experimental results reveal that the combined approach can find better solutions when compared to the original harmony search and several other heuristics, making harmony search a strong mechanism to perform optimisation tasks.
  • Keywords
    optimisation; search problems; continuous valued optimisation; deterministic parameter control; discrete valued optimisation; harmony search; Bandwidth; Convergence; Heuristic algorithms; Instruments; Optimization; Space exploration; Tuning; Constrained Optimisation; Harmony Search; Meta Heuristics; Parameter Control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence (UKCI), 2010 UK Workshop on
  • Conference_Location
    Colchester
  • Print_ISBN
    978-1-4244-8774-5
  • Electronic_ISBN
    978-1-4244-8773-8
  • Type

    conf

  • DOI
    10.1109/UKCI.2010.5625576
  • Filename
    5625576