• DocumentCode
    2343667
  • Title

    A novel chaos particle swarm optimization (PSO) and its application in pavement maintance decision

  • Author

    Shen, Yi ; Bu, Yunfeng ; Yuan, Mingxin

  • Author_Institution
    Dept. of Mech. Eng., Huaiyin Inst. of Technol., Huaiyin
  • fYear
    2009
  • fDate
    25-27 May 2009
  • Firstpage
    3521
  • Lastpage
    3526
  • Abstract
    Particle swarm optimization (PSO) algorithm is a new random global optimization algorithm, and the simple PSO (SPSO) is short of high convergence speed, strong optimization ability and so on. To improve the optimization property of SPSO, a novel chaos particle swarm optimization (CPSO) algorithm is presented. The characteristics of ergodicity and randomness of chaotic variables are considered to produce the initial positions of particles. On the basis of population diversity evaluated through ldquodistance-to-average-pointrdquo, the local search is carried out for mature individuals by chaos disturbance, which is helpful for them to jump out of the local minimum. Compared with the corresponding other PSO algorithms, the function optimization results indicate that the searching properties including searching efficiency and precision of CPSO algorithm are obviously better than other PSO algorithms. Finally, aiming at the expressway pavement maintenance, the CPSO algorithm is used to optimize the pavement maintenance decision.
  • Keywords
    maintenance engineering; particle swarm optimisation; road building; chaos disturbance; chaos particle swarm optimization; chaotic variables ergodicity; chaotic variables randomness; expressway pavement maintenance; pavement maintenance decision; random global optimization algorithm; Artificial intelligence; Birds; Chaos; Educational institutions; Genetic algorithms; Marine animals; Mathematical programming; Mechanical engineering; Optimization methods; Particle swarm optimization; chaos particle swarm optimization; particle swarm optimization; pavement maintenance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics and Applications, 2009. ICIEA 2009. 4th IEEE Conference on
  • Conference_Location
    Xi´an
  • Print_ISBN
    978-1-4244-2799-4
  • Electronic_ISBN
    978-1-4244-2800-7
  • Type

    conf

  • DOI
    10.1109/ICIEA.2009.5138861
  • Filename
    5138861