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A multiple synfire-chain model for the predictive synchrony in the motor-related cortical areas

机译:用于运动相关皮层区域预测同步性的多重synfire链模型

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The intrinsic properties of 'synfire chain', the feedforward network propagating synchronous spike packets, has been studied so far. Possible functional roles of the synfire chain, however, has been poorly understood. Considering that coordinated activities of multiple synfire chains can serve as a reference time, we study whether a network model based on the multiple synfire chains contributes to generation of predictive synchrony to occurrence times of external events, observed in the primary motor cortex. In our model, neurons that code occurrence times of external events are partly innervated by the multiple synfire chains. The event times are embedded into the synaptic projections between layers that coincide with the events and event coding neurons through spike-timing-dependent synaptic learning. From our simulation results, it is found that our model can generate the predictive synchrony when the ratio of the projections is within a suitable range.
机译:到目前为止,已经研究了“ synfire链”(传播同步尖峰包的前馈网络)的固有属性。然而,人们对synfire链的可能功能角色知之甚少。考虑到多个synfire链的协调活动可以作为参考时间,我们研究了基于多个synfire链的网络模型是否有助于在主要运动皮层中观察到与外部事件发生时间的预测同步。在我们的模型中,编码外部事件发生时间的神经元被多个synfire链部分支配。事件时间被嵌入到与事件和事件编码神经元一致的层之间的突触投影中,该过程通过依赖于尖峰时序的突触学习进行。从我们的仿真结果中发现,当投影的比率在合适的范围内时,我们的模型可以生成预测同步。

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