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A Hardware Neuronal Network Model of a Two-level Central Pattern Generator

机译:二级中央模式生成器的硬件神经网络模型

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This paper addresses hardware designs of a half-centered locomotor central pattern generator (CPG), composed of units reproducing the electrical behavior of neurons and synapses, such as action potentials, bursting discharges, and post-synaptic potentials. The typical phenomenon generated by the CPG is an alternating rhythmic activity of extensor and flexor sites, in the absence of external rhythmic input. In order to reproduce the deletion phenomena, or the phase resetting and non-resetting rhythmic activities observed after during spontaneous cessation of activity, a two-level CPG network and unit burst generators (UBGs) were proposed by Rybak et al. (2006) from the viewpoint of mathematical modeling. The deletion at the first level, i.e., the rhythm generator (RG) level, caused the post-deletion rhythm to be phase shifted (reset) with respect to the pre-deletion rhythm. However, the deletion at the second level, i.e., the pattern formation (PF) level, caused the post-deletion rhythm to be un-phase shifted (non-reset) with respect to the pre-deletion rhythm. This paper confirms that such deletion phenomena, or the phase resetting and non-resetting phenomena, could be well reproduced in the hardware design of a two-level CPG using the electronic circuit simulator SPICE. In particular, it has been clarified that non-resetting deletions appeared, even with the cessation of activity occurring at any phase with respect to the observed temporal bursting. Hardware synapse models, phenomenologically reproducing excitatory and inhibitory post-synaptic potentials (EPSP and IPSP), were newly designed in order to connect the hardware neuron models, proposed by Hoshimiya et al. (1979) for the excitable and/or oscillatory neuron, and by Maeda and Makino (2000) for the bursting neuron.
机译:本文介绍了半中心运动中央模式发生器(CPG)的硬件设计,该单元由可再现神经元和突触的电行为(例如动作电位,爆发放电和突触后电位)组成的单元组成。 CPG产生的典型现象是在没有外部节奏输入的情况下,伸肌和屈肌部位交替出现节奏活动。为了重现删除现象,或在自发停止活动后观察到的相位重置和非重置节奏活动,Rybak等人提出了一个两级CPG网络和单位爆发发生器(UBG)。 (2006年)从数学建模的角度。在第一级(即节奏发生器(RG)级别)上的删除导致删除后节奏相对于删除前节奏发生相移(重置)。但是,在第二级,即图案形成(PF)级的删除导致删除后节奏相对于删除前节奏无相移(未重置)。本文证实,使用电子电路模拟器SPICE可以在两级CPG的硬件设计中很好地再现这种删除现象,或者相位重置和非重置现象。特别地,已经阐明,即使相对于所观察到的时间性爆发在任何阶段都发生了活动的停止,也出现了非复位的缺失。 Hoshimiya等人提出,为了连接硬件神经元模型,新设计了从现象学上再现兴奋性和抑制性突触后电位(EPSP和IPSP)的硬件突触模型。 (1979年)的兴奋和/或振荡神经元,和前田和牧野(2000年)爆发的神经元。

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