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The effects of time delay on the stochastic resonance in feed-forward-loop neuronal network motifs

机译:时间延迟对前馈回路神经元网络图案中随机共振的影响

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摘要

The dependence of stochastic resonance in the feed-forward-loop neuronal network motifs on the noise and time delay are studied in this paper. By computational modeling, Izhike-vich neuron model with the chemical coupling is used to build the triple-neuron feed-forward-loop motifs with all possible motif types. Numerical results show that the correlation between the periodic subthreshold signal's frequency and the dynamical response of the network motifs is resonantly dependent on the intensity of additive spatiotemporal noise. Interestingly, the excitatory intermediate neuron could induce intermittent stochastic resonance, whereas the inhibitory one weakens its influence on the intermittent mode. More importantly, it is found that the increasing delays can induce the intermittent appearance of regions of stochastic resonance. Based on the effects of the time delay on the stochastic resonance, the reasons and conditions of such intermittent resonance phenomenon are analyzed.
机译:研究了前馈回路神经元网络图案中随机共振对噪声和时间延迟的依赖性。通过计算建模,具有化学偶联作用的伊热克维奇神经元模型用于构建具有所有可能基序类型的三重神经元前馈环基序。数值结果表明,周期性亚阈值信号的频率与网络模态的动态响应之间的相关性与加性时空噪声的强度共振相关。有趣的是,兴奋性中间神经元可以诱导间歇性随机共振,而抑制性神经元减弱了其对间歇性模式的影响。更重要的是,发现增加的延迟可以引起随机共振区域的间歇出现。根据时延对随机共振的影响,分析了这种间歇共振现象的原因和条件。

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  • 作者单位

    Department of Electrical Engineering and Automation, Tianjin University, Tianjin, China;

    Department of Electrical Engineering and Automation, Tianjin University, Tianjin, China;

    Department of Electrical Engineering and Automation, Tianjin University, Tianjin, China;

    Department of Electrical Engineering and Automation, Tianjin University, Tianjin, China;

    Department of Electrical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China;

    Department of Electrical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China;

    Department of Electrical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Feed-forward-loop motifs; Stochastic resonance; Periodic subthreshold signal; Time delay;

    机译:前馈循环图案;随机共振;周期性亚阈值信号;时间延迟;

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