• DocumentCode
    1560682
  • Title

    Comparisons of the performance on transient chaotic neural network with different output functions

  • Author

    Li, Qian ; Sun, Liang

  • Author_Institution
    Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., China
  • Volume
    3
  • fYear
    2004
  • Firstpage
    1993
  • Abstract
    Based on the chaotic simulated annealing network used by Chen & Aihara, which has better searching properties than traditional Hopfield-Tank neural network, we proposed other two different output functions and applied all of them to 4 city TSP respectively. We constructed continuous, discrete and continuous-discrete neural networks, introduced a basic principle to initialize parameter. At last, we analyzed the performance of chaotic neural networks with different output functions, which were measured in terms of feasibility, research efficiency, scalability, convergence speed and computing cost.
  • Keywords
    chaos; neural nets; simulated annealing; travelling salesman problems; Hopfield-Tank neural network; chaotic simulated annealing network; combinatorial optimization problem; continuous-discrete neural networks; transient chaotic neural network; travelling salesman problem; Chaos; Cities and towns; Computer networks; Convergence; Hopfield neural networks; Neural networks; Performance analysis; Scalability; Simulated annealing; Velocity measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
  • Print_ISBN
    0-7803-8273-0
  • Type

    conf

  • DOI
    10.1109/WCICA.2004.1341930
  • Filename
    1341930