Stability Analysis of Discrete Hopfield Neural Networks with quasi-diagonally dominant weighted function matrix

【Author】

Xiaofeng Lai Department of Computer Science China West Normal University NanChong,637002,China Mingdong Li Department of Computer Science China West Normal University NanChong,637002,China Yongfeng Diao Department of Computer Science China West Normal University NanChong,637002,China Haiyang Zou Department of Computer Science China West Normal University NanChong,637002,China

【Abstract】

<正>In this paper,discrete Hopfield neural networks with weight function matrix(DHNNWFM) and discrete Hopfield neural networks with quasi-diagonally dominant weighted function matrix(DHNNQDWFM) are introduced. And the stability properties of DHNNQDWFM that weight function matrix is a quasi-diagonally dominant function matrix are studied.And an important result is presented by using the Lyapunov method.It provides some theory basis for the application of DHNNQDWFM.

【Keywords】

stability analysis;;recurrent neural networks;;asymmetric;;function matrix

References

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Springer Journals Database

Total: 21 articles

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  • [2] Zong-Ben Xu;;Guo-Qing Hu;;Chung-Ping Kwong, Asymmetric Hopfield-type networks: Theory and applications, Neural Networks,
  • [3] Jun Li;;Yongfeng Diao;;Mingdong Li;;Xing Yin;;Guang Zhang, Stability Analysis of Discrete Hopfield Neural Networks with the Nonnegative Definite Monotone Increasing Weight Function Matrix, Discrete Dynamics in Nature and Society,
  • [4] Ying Zhang;Jun Li;Zheng-wang Ye, "A New Stability Condition of Discrete Hopfield Neural Networks with Weight Function Matrix,", fitme 2008 International Seminar on Future Information Technology and Management Engineering,

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