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A biologically motivated signal transmission approach based on stochastic delay differential equation

机译:一种基于随机延迟微分方程的生物动机信号传输方法

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摘要

Based on the stochastic delay differential equation (SDDE) modeling of neural networks, we propose an effective signal transmission approach along the neurons in such a network. Utilizing the linear relationship between the delay time and the variance of the SDDE system output, the transmitting side encodes a message as a modulation of the delay time and the receiving end decodes the message by tracking the delay time, which is equivalent to estimating the variance of the received signal. This signal transmission approach turns out to follow the principle of the spread spectrum technique used in wireless and wireline wideband communications but in the analog domain rather than digital. We hope the proposed method might help to explain some activities in biological systems. The idea can further be extended to engineering applications. The error performance of the communication scheme is also evaluated here.
机译:基于神经网络的随机延迟微分方程(SDDE)建模,我们提出了这种网络中神经元的有效信号传输方法。 利用延迟时间与SDDE系统输出的方差之间的线性关系,发送侧对消息进行编码作为延迟时间的调制,并且通过跟踪延迟时间,接收端对消息进行解码,这相当于估计方差等同于差异 接收信号。 该信号传输方法证明,遵循无线和有线宽带通信中使用的扩频技术的原理,而是在模拟域而不是数字中使用。 我们希望拟议的方法有助于解释生物系统中的一些活动。 该想法可以进一步扩展到工程应用。 此处还会评估通信方案的误差性能。

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