• DocumentCode
    183145
  • Title

    An alliance generation algorithm based on modified particle swarm optimization for multiple emotional robots pursuit-evader problem

  • Author

    Hao Wang ; Cheng Luo ; Baofu Fang

  • Author_Institution
    Hefei Univ. of Technol., Hefei, China
  • fYear
    2014
  • fDate
    19-21 Aug. 2014
  • Firstpage
    886
  • Lastpage
    891
  • Abstract
    This paper researches the alliance generation algorithm with emotional factors on the basis of multiple robots pursuit-evader problem. Firstly, this paper constructs an emotional model for pursuit robots: we not only apply the basic emotion method to the emotional expression, but also simulate the process of emotional transfer with Hidden Markov Model (HMM). Secondly, we determine the cooperation intention according to the robots´ emotional factors, so that we can prevent the robots with the negative emotions from involving in the mission in case of a negative impact on the alliance. Then, we introduce the subgroup size on the foundation of particle swarm optimization (PSO) to avoid the premature convergence problem, thus the algorithm can obtain the maximum profit in a relatively short period of time. Finally, we bring in the dynamic redistribution mechanism for a better pursuit efficiency.
  • Keywords
    convergence; hidden Markov models; multi-robot systems; particle swarm optimisation; HMM; PSO; alliance generation algorithm; cooperation intention; dynamic redistribution mechanism; emotional expression; emotional robots pursuit-evader problem; emotional transfer; hidden Markov model; modified particle swarm optimization; multiple robots pursuit-evader problem; premature convergence problem; pursuit efficiency; Algorithm design and analysis; Heuristic algorithms; Hidden Markov models; Particle swarm optimization; Resource management; Robots; Vectors; PSO algorithm; alliance generation algorithm; dynamic redistribution mechanism; emotional robot; multiple robots pursuit-evader problem;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-1-4799-5147-5
  • Type

    conf

  • DOI
    10.1109/FSKD.2014.6980956
  • Filename
    6980956