Department of Information Science and Electronic Engineering, Zhejiang University, Hangzhou 310027, People's Republic of China.
Phys Biol. 2010 Sep 20;7(3):036010. doi: 10.1088/1478-3975/7/3/036010.
As is well known, synchronization phenomena are ubiquitous in neuronal systems. Recently a lot of work concerning the synchronization of the neuronal network has been accomplished. In these works, the synapses are usually considered reliable, but experimental results show that, in biological neuronal networks, synapses are usually unreliable. In our previous work, we have studied the synchronization of the neuronal network with unreliable synapses; however, we have not paid attention to the effect of topology on the synchronization of the neuronal network. Several recent studies have found that biological neuronal networks have typical properties of small-world networks, characterized by a short path length and high clustering coefficient. In this work, mainly based on the small-world neuronal network (SWNN) with inhibitory neurons, we study the effect of network topology on the synchronization of the neuronal network with unreliable synapses. Together with the network topology, the effects of the GABAergic reversal potential, time delay and noise are also considered. Interestingly, we found a counter-intuitive phenomenon for the SWNN with specific shortcut adding probability, that is, the less reliable the synapses, the better the synchronization performance of the SWNN. We also consider the effects of both local noise and global noise in this work. It is shown that these two different types of noise have distinct effects on the synchronization: one is negative and the other is positive.
众所周知,同步现象在神经元系统中无处不在。最近,已经完成了大量关于神经元网络同步的工作。在这些工作中,突触通常被认为是可靠的,但实验结果表明,在生物神经元网络中,突触通常是不可靠的。在我们之前的工作中,我们研究了具有不可靠突触的神经元网络的同步;然而,我们没有注意到拓扑结构对神经元网络同步的影响。最近的几项研究发现,生物神经元网络具有小世界网络的典型特性,其特征是短路径长度和高聚类系数。在这项工作中,主要基于具有抑制性神经元的小世界神经元网络 (SWNN),我们研究了网络拓扑结构对具有不可靠突触的神经元网络同步的影响。除了网络拓扑结构外,还考虑了 GABA 能反转电位、时滞和噪声的影响。有趣的是,我们发现对于具有特定短链添加概率的 SWNN 存在一种违反直觉的现象,即突触越不可靠,SWNN 的同步性能越好。我们还在这项工作中考虑了局部噪声和全局噪声的影响。结果表明,这两种不同类型的噪声对同步有不同的影响:一种是负的,另一种是正的。