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部分耦合延迟在模块化神经网络中诱导出多种时空秩序。

Partial coupling delay induced multiple spatiotemporal orders in a modular neuronal network.

作者信息

Yang XiaoLi, Li HuiDan, Sun ZhongKui

机构信息

College of Mathematics and Information Science, Shaanxi Normal University, Xi'an, PR China.

Department of Applied Mathematics, Northwestern Polytechnical University, Xi'an, PR China.

出版信息

PLoS One. 2017 Jun 1;12(6):e0177918. doi: 10.1371/journal.pone.0177918. eCollection 2017.

Abstract

The influence of partial coupling delay on the spatiotemporal spiking dynamics is explored in a modular neuronal network. The modular neuronal network is composed of two subnetworks which present the small-world property and scale-free property, respectively. Numerical results show that spatiotemporal order that the modular network is most coherent in time and nearly synchronized in space can emerge intermittently when the coupling delays among neurons are appropriately tuned. The appropriately tuned delays are further detected to be integer multiples of the intrinsic spiking period of the modular neuronal network, which implies that the phenomenon of multiple spatiotemporal orders could be the result of a locking between the length of coupling delay and the intrinsic spiking period of the modular neuronal network. Moreover, the multiple spatiotemporal orders are verified to be robust against variations of the fraction of delayed connection as well as the key parameters of network architecture such as the rewiring probability, the average degree of small-world subnetwork, the initial nodes of scale-free subnetwork and the total size of the modular network.

摘要

在一个模块化神经元网络中,研究了部分耦合延迟对时空脉冲发放动力学的影响。该模块化神经元网络由两个分别呈现小世界特性和无标度特性的子网络组成。数值结果表明,当神经元之间的耦合延迟得到适当调整时,模块化网络在时间上最连贯且在空间上几乎同步的时空秩序会间歇性地出现。进一步检测发现,适当调整的延迟是模块化神经元网络固有脉冲发放周期的整数倍,这意味着多个时空秩序现象可能是耦合延迟长度与模块化神经元网络固有脉冲发放周期之间锁定的结果。此外,验证了多个时空秩序对于延迟连接比例的变化以及网络架构的关键参数(如重连概率、小世界子网络的平均度、无标度子网络的初始节点和模块化网络的总大小)具有鲁棒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7888/5453483/cb45e536502c/pone.0177918.g001.jpg

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