具有随机闪烁的高阶神经网络中的同步现象

IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
Shivakumar Rajagopal, A. N. Ndoukouo, S. G. Ngueuteu Mbouna, Karthikeyan Rajagopal
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引用次数: 0

摘要

在本文中,我们研究了混沌Hindmarsh-Rose神经元网络中的同步现象,该网络涉及随时间变化的双体和三体相互作用。网络的冻结结构由二维简单复合体编码,耦合的功能形式的相关组件随时间随机和重复地开关。利用主稳定函数方法研究了网络神经元的完全混沌同步,结果表明,在快速闪烁的情况下,与固定的单变量耦合方案相比,适当组合耦合函数的不同闪烁分量可以提高神经元的同步振荡能力。此外,我们发现,对于适当选择的耦合闪烁概率,这种随机闪烁耦合方案优于先前研究中考虑的规则闪烁耦合方案。随着最小眨眼时间的增加,时变神经网络的同步性逐渐减弱,表现为同步状态稳定范围的缩小,以及从完全同步向完全去同步过渡时,在越来越大的耦合参数区域出现间歇性同步。另一方面,利用三体相互作用邻接张量的对称性,我们证明了高阶网络结构等效于相应的经典图,其中有效耦合强度是两两和三体相互作用强度的线性组合。对这种简化的网络模型的检验有助于解释当三体相互作用被纳入耦合时,完全和间歇同步模式的缩放到较低的耦合强度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Synchronization phenomena in a higher-order neuronal network with random blinking in the functional forms of the coupling

In this article, we investigate synchronization phenomena in a network of chaotic Hindmarsh–Rose neurons involving pairwise and three-body interactions that alter over time. The frozen structure of the network is encoded by a two-dimensional simplicial complex and the involved components of the functional forms of the coupling switch on and off at random and repeatedly over time. The complete chaotic synchronization of the networked neurons is investigated by the master stability function approach which reveals that, in the case of fast blinking, an appropriate combination of the different blinking components of the coupling functions improves the ability of the neurons to oscillate in synchrony, compared to frozen single-variable coupling schemes. In addition, we find that for appropriately chosen coupling blinking probabilities, this random blinking coupling scenario outperforms the regular blinking coupling scheme considered in the previous works. An increase in the minimal blinking time period induces the progressive impairment of the synchronizability of the time-varying neuronal network which is expressed by the shrinkage of the stability range of the synchronized state, as well as the onset of intermittent synchronization in an increasingly larger coupling parameter region at the transition from completely synchronized to completely desynchronized dynamics. On the other hand, leveraging the symmetry property of the adjacency tensor of three-body interactions, we show that the higher-order network structure is equivalent to the corresponding classical graph where the effective coupling strength is a linear combination of the strengths of pairwise and three-body interactions. The examination of this reduced network model helps explaining the scaling of the completely and intermittent synchronized patterns to lower coupling strengths when three-body interactions are incorporated to the coupling.

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来源期刊
The European Physical Journal Plus
The European Physical Journal Plus PHYSICS, MULTIDISCIPLINARY-
CiteScore
5.40
自引率
8.80%
发文量
1150
审稿时长
4-8 weeks
期刊介绍: The aims of this peer-reviewed online journal are to distribute and archive all relevant material required to document, assess, validate and reconstruct in detail the body of knowledge in the physical and related sciences. The scope of EPJ Plus encompasses a broad landscape of fields and disciplines in the physical and related sciences - such as covered by the topical EPJ journals and with the explicit addition of geophysics, astrophysics, general relativity and cosmology, mathematical and quantum physics, classical and fluid mechanics, accelerator and medical physics, as well as physics techniques applied to any other topics, including energy, environment and cultural heritage.
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