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Properties of the transmission of pulse sequences in a bistable chain of unidirectionally coupled neurons

机译:单向耦合神经元双稳态链中脉冲序列的传输特性

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摘要

We study the propagation of pulse sequences in a chain of neurons with sigmoidal input-output relations. The propagating speeds of pulse fronts depend on the widths of the preceding pulses and adjacent pulse fronts interact attractively. Sequences of pulse widths are then modulated through transmission. Equations for changes in pulse width sequences are derived with a kinematical model of propagating pulse fronts. The transmission of pulse width sequences in the chain is expressed as a linear system with additive noise. The gain of the system function increases exponentially with the number of neurons in a high-frequency region. The power spectrum of variations in pulse widths due to spatiotemporal noise also increases in the same manner. Further, the interaction between pulse fronts keeps the coherence and mutual information of initial and transmitted pulse sequences. Results of an experiment on an analog circuit confirm these properties.
机译:我们研究了在具有S型输入输出关系的神经元链中脉冲序列的传播。脉冲前沿的传播速度取决于前面的脉冲的宽度,相邻的脉冲前沿相互吸引。然后通过传输来调制脉冲宽度序列。用传播的脉冲前沿的运动学模型推导了脉冲宽度序列变化的方程。链中脉冲宽度序列的传输表示为具有加性噪声的线性系统。系统功能的增益随着高频区域中神经元数量的增加而呈指数增长。由于时空噪声引起的脉冲宽度变化的功率谱也以相同的方式增加。此外,脉冲前沿之间的相互作用保持了初始和发射脉冲序列的相干性和相互信息。模拟电路上的实验结果证实了这些特性。

著录项

  • 来源
    《Neurocomputing》 |2010年第18期|p.3169-3178|共10页
  • 作者

    Yo Horikawa; Hiroyuki Kitajima;

  • 作者单位

    Faculty of Engineering, Kagawa University, Takamatsu 761-0396, Japan;

    Faculty of Engineering, Kagawa University, Takamatsu 761-0396, Japan;

  • 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

    transmission line; chain of neurons; pulse; noise;

    机译:传输线神经元链;脉冲;噪声;

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