• DocumentCode
    467662
  • Title

    An Efficient Shortest Path Routing Algorithm Based on Improved Chaotic Neural Network

  • Author

    Wang, Xiu-Hong ; Qiao, Qing-Li

  • Author_Institution
    Tianjin Univ., Tianjin
  • Volume
    1
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    324
  • Lastpage
    328
  • Abstract
    In this paper an efficient shortest path algorithm, which is an improved version of the transient chaotic neural network (TCNN), is presented. By eliminating the components of the eigenvectors with eminent negative eigenvalues of the weight matrix, this proposed method can avoid oscillation and offer a considerable acceleration of converging to the optimal solution when TCNN is used to search the optimal solution of shortest path problems. Numerical simulations of shortest path problem show that TCNN with modified weight matrix requires less iteration than TCNN with standard weight matrix before reaching optimal solution.
  • Keywords
    computational complexity; neural nets; search problems; shortest path routing algorithm; transient chaotic neural network; weight matrix; Algorithm design and analysis; Chaos; Chaotic communication; Computer networks; Cybernetics; Machine learning; Machine learning algorithms; Neural networks; Routing; Shortest path problem; Eigenvector; Neural network; Routing; Shortest path problem; Transient chaos;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370163
  • Filename
    4370163