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Vibrational resonance in a randomly connected neural network

机译:随机连接的神经网络中的振动谐振

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摘要

A randomly connected network is constructed with similar characteristics (e.g., the ratio of excitatory and inhibitory neurons, the connection probability between neurons, and the axonal conduction delays) as that in the mammalian neocortex and the effects of high-frequency electrical field on the response of the network to a subthreshold low-frequency electrical field are studied in detail. It is found that both the amplitude and frequency of the high-frequency electrical field can modulate the response of the network to the low-frequency electric field. Moreover, vibrational resonance (VR) phenomenon induced by the two types of electrical fields can also be influenced by the network parameters, such as the neuron population, the connection probability between neurons and the synaptic strength. It is interesting that VR is found to be related with the ratio of excitatory neurons that are under high-frequency electrical stimuli. In summary, it is suggested that the interaction of excitatory and inhibitory currents is also an important factor that can influence the performance of VR in neural networks.
机译:随机连接的网络具有类似的特征(例如,兴奋性和抑制性神经元的比率,神经元之间的连接概率和轴突传导延迟),以及哺乳动物Neocortex和高频电场对响应的影响详细研究了网络到亚阈值低频电场。发现高频电场的幅度和频率都可以调制网络对低频电场的响应。此外,两种电场诱导的振动共振(VR)现象也可以受网络参数的影响,例如神经元群,神经元之间的连接概率和突触强度。有趣的是,VR被发现与高频电刺激下的兴奋性神经元的比率有关。总之,建议兴奋性和抑制电流的相互作用也是可以影响VR在神经网络中的性能的重要因素。

著录项

  • 来源
    《Cognitive Neurodynamics 》 |2018年第5期| 共10页
  • 作者单位

    Tianjin Univ Technol &

    Educ Sch Automat &

    Elect Engn Tianjin Key Lab Informat Sensing &

    Intelligent Co Tianjin Peoples R China;

    Tianjin Univ Technol &

    Educ Sch Automat &

    Elect Engn Tianjin Key Lab Informat Sensing &

    Intelligent Co Tianjin Peoples R China;

    Tianjin Univ Technol &

    Educ Sch Automat &

    Elect Engn Tianjin Key Lab Informat Sensing &

    Intelligent Co Tianjin Peoples R China;

    Southwest Univ Minist Educ Key Lab Cognit &

    Personal Chongqing Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生理学 ;
  • 关键词

    Vibrational resonance; Neural network; Izhikevich neuron model; Weak electric field;

    机译:振动共振;神经网络;Izhikevich神经元模型;弱电场;

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