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具有恒定尖峰阈值的 MISO 神经尖峰通信信道的和速率。

Sum Rate of MISO Neuro-Spike Communication Channel With Constant Spiking Threshold.

出版信息

IEEE Trans Nanobioscience. 2018 Jul;17(3):342-351. doi: 10.1109/TNB.2018.2847607. Epub 2018 Jun 14.

Abstract

Communication among neurons, known as neuro-spike communication, is the most promising technique for realization of a bio-inspired nanoscale communication paradigm to achieve biocompatible nanonetworks. In neuro-spike communication, the information, encoded into spike trains, is communicated to various brain regions through neuronal network. An output neuron needs to receive signal from multiple input neurons to generate a spike. Hence, in this paper, we aim to quantify the information transmitted through the multiple-input single-output (MISO) neuro-spike communication channel by considering models for axonal propagation, synaptic transmission, and spike generation. Moreover, the spike generation and propagation in each neuron requires opening and closing of numerous ionic channels on the cell membrane, which consumes considerable amount of ATP molecules called metabolic energy. Thus, we evaluate how applying a constraint on available metabolic energy affects the maximum achievable mutual information of this system. To this aim, we derive a closed form equation for the sum rate of the MISO neuro-spike communication channel and analyze it under the metabolic cost constraints. Finally, we discuss the impacts of changes in number of pre-synaptic neurons on the achievable rate and quantify the tradeoff between maximum achievable sum rate and the consumed metabolic energy.

摘要

神经元之间的通信,即神经尖峰通信,是实现生物启发的纳米尺度通信范例的最有前途的技术,可实现生物兼容的纳米网络。在神经尖峰通信中,信息被编码为尖峰序列,并通过神经元网络传递到各个大脑区域。输出神经元需要从多个输入神经元接收信号才能产生尖峰。因此,在本文中,我们旨在通过考虑轴突传播、突触传递和尖峰产生的模型来量化通过多输入单输出(MISO)神经尖峰通信信道传输的信息。此外,每个神经元中的尖峰产生和传播需要细胞膜上大量离子通道的打开和关闭,这需要消耗大量称为代谢能量的 ATP 分子。因此,我们评估对可用代谢能量施加约束如何影响该系统的最大可实现互信息。为此,我们推导出 MISO 神经尖峰通信信道的和速率的闭式方程,并在代谢成本约束下对其进行分析。最后,我们讨论了前突触神经元数量变化对可实现速率的影响,并量化了最大可实现和速率与消耗的代谢能量之间的权衡。

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