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文章基本信息

  • 标题:A Novel Chaotic Neural Network with Stochastic Noise and Heuristic Mechanism for Minimum Vertex Cover Problem
  • 本地全文:下载
  • 作者:Junyan Yi ; Gang Yang ; Yunyi Zhu
  • 期刊名称:International Journal of Computer Science and Network Security
  • 印刷版ISSN:1738-7906
  • 出版年度:2008
  • 卷号:8
  • 期号:4
  • 页码:122-127
  • 出版社:International Journal of Computer Science and Network Security
  • 摘要:In this paper, we propose a novel chaotic neural network embedded with stochastic simulated annealing noise and a heuristic mechanism to solve minimum vertex cover problem. The proposed network can make a global search with the affection of stochastic noise and obtain a chaotic search by the chaotic dynamics. The stochastic noise with simulated annealing is able to find a global optimum solution if the annealing process is carried out sufficiently slowly. For increasing the network convergence speed and degree, a heuristic mechanism on vertex degree is introduced to modify the convergence trend. The proposed network is tested on a large number of random graphs. The simulation results show that the proposed algorithm is effective and better than some other works in solving minimum vertex cover problem.
  • 关键词:Chaotic neural network, Stochastic noise, Heuristic mechanism, Minimum vertex cover problem
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