• DocumentCode
    2449027
  • Title

    A parallel hybrid immune genetic algorithm and its application

  • Author

    Zhao, Fengqiang ; Li, Guangqiang ; Du, Jialu ; Guo, Chen

  • Author_Institution
    Coll. of Inf. Sci. & Technol., Dalian Maritime Univ., Dalian, China
  • fYear
    2011
  • fDate
    14-16 Oct. 2011
  • Firstpage
    567
  • Lastpage
    571
  • Abstract
    We propose a parallel hybrid immune genetic algorithm (PHIGA) based on parallel genetic algorithms (PGA) in order to overcome some defects of them, such as premature and slow convergence rate. The global performance of the algorithm is improved by introducing immunity theory into PGA. This is revealed in the following two aspects. One is that immune selection can prevent the algorithm from premature. The other is that convergence rate can be accelerate by individual migration strategy between subpopulations based on immune memory mechanism. In this algorithm, chaos initialization and multiple subpopulations evolution based on improved adaptive crossover and mutation are adopted. To be hybridized with the complex method can further improve local searching performance of the algorithm. An example of layout design shows that PHIGA is feasible and effective.
  • Keywords
    artificial immune systems; convergence; genetic algorithms; parallel algorithms; search problems; PHIGA; complex method; convergence rate; immune memory mechanism; immunity theory; improved adaptive mutation; individual migration strategy; local searching performance; multiple subpopulation evolution; parallel hybrid immune genetic algorithm; Algorithm design and analysis; Chaos; Convergence; Electronics packaging; Genetic algorithms; Immune system; Layout; genetic algorithms; hybrid methods; immune function; layout;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing and Pattern Recognition (SoCPaR), 2011 International Conference of
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4577-1195-4
  • Type

    conf

  • DOI
    10.1109/SoCPaR.2011.6089158
  • Filename
    6089158