• DocumentCode
    2750238
  • Title

    Theoretical and experimental study on parameters setting of Ant Colony Optimization

  • Author

    Liu, Yanpeng ; Yu, Yongsheng ; Tian, Wanjun ; Wu, Mingguang ; Qian, Jixin

  • Author_Institution
    Dept. of Thermal Power Eng., Anhui Electr. Power Res. Inst., Hefei
  • fYear
    2008
  • fDate
    13-16 July 2008
  • Firstpage
    726
  • Lastpage
    730
  • Abstract
    The parameters setting of evaporation rate and initial pheromone value of ant colony optimization are studied in this paper. Theorem 1 shows that the pheromone increment is a value between g(smax) and g(smin), which provides theoretical basis for the setting of the low pheromone bound tau min. The estimation formula of evaporation rate p is given. The results are useful to understanding this algorithm and using it to solve combinatorial optimization problems. Results of simulation experiments testify the effectiveness of the conclusions.
  • Keywords
    combinatorial mathematics; optimisation; ant colony optimization; combinatorial optimization problems; evaporation rate; initial pheromone value; Analytical models; Ant colony optimization; Constraint optimization; Cost function; Minimization methods; Power engineering; Power engineering and energy; Probability; Testing; Thermal engineering; Ant colony optimization; combinatorial optimization; parameter setting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Informatics, 2008. INDIN 2008. 6th IEEE International Conference on
  • Conference_Location
    Daejeon
  • ISSN
    1935-4576
  • Print_ISBN
    978-1-4244-2170-1
  • Electronic_ISBN
    1935-4576
  • Type

    conf

  • DOI
    10.1109/INDIN.2008.4618197
  • Filename
    4618197