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Local and global synchronization transitions induced by time delays in small-world neuronal networks with chemical synapses

机译:由具有化学突触的小世界神经元网络中的时间延迟引起的局部和全局同步转变

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摘要

Effects of time delay on the local and global synchronization in small-world neuronal networks with chemical synapses are investigated in this paper. Numerical results show that, for both excitatory and inhibitory coupling types, the information transmission delay can always induce synchronization transitions of spiking neurons in small-world networks. In particular, regions of in-phase and out-of-phase synchronization of connected neurons emerge intermittently as the synaptic delay increases. For excitatory coupling, all transitions to spiking synchronization occur approximately at integer multiples of the firing period of individual neurons; while for inhibitory coupling, these transitions appear at the odd multiples of the half of the firing period of neurons. More importantly, the local synchronization transition is more profound than the global synchronization transition, depending on the type of coupling synapse. For excitatory synapses, the local in-phase synchronization observed for some values of the delay also occur at a global scale; while for inhibitory ones, this synchronization, observed at the local scale, disappears at a global scale. Furthermore, the small-world structure can also affect the phase synchronization of neuronal networks. It is demonstrated that increasing the rewiring probability can always improve the global synchronization of neuronal activity, but has little effect on the local synchronization of neighboring neurons.
机译:本文研究了时间延​​迟对具有化学突触的小世界神经元网络中本地和全局同步的影响。数值结果表明,对于兴奋性和抑制性耦合类型,信息传输延迟始终可以在小世界网络中诱发尖峰神经元的同步转变。特别是,随着突触延迟的增加,连接的神经元的同相和异相同步区域会间歇出现。对于兴奋性耦合,所有向尖峰同步的过渡都大约发生在单个神经元放电周期的整数倍处。而对于抑制性耦合,这些过渡出现在神经元放电周期的一半的奇数倍处。更重要的是,取决于耦合突触的类型,本地同步转换比全局同步转换更深刻。对于兴奋性突触,对于某些延迟值观察到的局部同相同步也发生在全局范围内。而对于抑制性的,这种同步在局部范围内观察到,在全球范围内消失。此外,小世界结构还可能影响神经网络的相位同步。结果表明,增加重新布线的概率可以始终改善神经元活动的整体同步性,但对相邻神经元的局部同步性影响很小。

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