• DocumentCode
    2912346
  • Title

    Improved combined mutation clonal selection algorithm

  • Author

    Paw, Johnny Koh Siaw ; Chong Kok Hen ; Koo Wai Yan ; Yong Sue Ann

  • Author_Institution
    Dept. of Electron. & Commun. Eng., Univ. Tenaga Nasional, Kajang, Malaysia
  • fYear
    2012
  • fDate
    6-9 Oct. 2012
  • Firstpage
    192
  • Lastpage
    196
  • Abstract
    In this paper, the performance of a clonal selection optimization algorithm implementing a combined mutation strategy using Gaussian and Cauchy mutations was further improved with the addition of two new operators, namely the Cell Repair Operator (CPO) and Dynamic Mutation Size Operator (DMSO). The new and improved algorithm was tested using various unimodal and multimodal test functions to illustrate the improvements of the algorithm. The test results indicate that the added operators have significantly improved the performance of the algorithm in terms of accuracy and performance.
  • Keywords
    cellular biophysics; optimisation; CPO; Cauchy mutations; DMSO; Gaussian mutations; cell repair operator; clonal selection optimization algorithm; combined mutation clonal selection algorithm; dynamic mutation size operator; multimodal test functions; unimodal test functions; Cloning; Heuristic algorithms; Immune system; Maintenance engineering; Optimization; Sociology; Statistics; Clonal Selection Algorithm; Exploration and Exploitation; Fast Convergence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sustainable Utilization and Development in Engineering and Technology (STUDENT), 2012 IEEE Conference on
  • Conference_Location
    Kuala Lumpur
  • ISSN
    1985-5753
  • Print_ISBN
    978-1-4673-1649-1
  • Electronic_ISBN
    1985-5753
  • Type

    conf

  • DOI
    10.1109/STUDENT.2012.6408402
  • Filename
    6408402