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Chaos control and associative memory of a time-delay globally coupled neural network using symmetric map

机译:对称映射的时滞全局耦合神经网络的混沌控制和关联记忆

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摘要

A chaotic neural network called time-delay globally coupled neural network using symmetric map (TDSG) is proposed for information processing applications. Firstly, its rich dynamic behaviors are exhibited and the output stability is demonstrated by using a parameter modulated control method. Secondly, the associative memory of TDSG is investigated by the control method. It is observed that the stable output sequence only contains stored pattern and its reverse pattern and the TDSG finally converges to the stored pattern which has the smallest Hamming distance to the initial patterns with noise. At last, strong information recovery ability of the TDSG is illustrated by comparative experiments.
机译:提出了一种基于对称映射的时延全局耦合神经网络(TDSG)的混沌神经网络用于信息处理应用。首先,利用参数调制控制方法展现了其丰富的动态特性,并证明了输出稳定性。其次,通过控制方法研究了TDSG的关联存储器。可以看出,稳定的输出序列仅包含存储的模式及其反向模式,并且TDSG最终收敛到存储模式,该存储模式与具有噪声的初始模式的汉明距离最小。最后,通过对比实验证明了TDSG强大的信息恢复能力。

著录项

  • 来源
    《Neurocomputing》 |2011年第10期|p.1673-1680|共8页
  • 作者

    Tao Wang; Kejun Wang; Nuo Jia;

  • 作者单位

    College of Automation, Harbin Engineering University, Harbin 150001, China,College of Mathematics Science, Harbin Normal University, Harbin 150025, China;

    College of Automation, Harbin Engineering University, Harbin 150001, China;

    College of Automation, Harbin Engineering University, Harbin 150001, China,College of Mathematics Science, Harbin Normal University, Harbin 150025, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    time delay; chaotic neural networks; chaos control; associative memory;

    机译:时间延迟;混沌神经网络;混沌控制;联想记忆;
  • 入库时间 2022-08-18 02:08:17

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