Unraveling the dynamics of a flux coupled Chialvo neurons and the existence of extreme events

IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Cognitive Neurodynamics Pub Date : 2024-02-28 DOI:10.1007/s11571-024-10079-z
Sathiyadevi Kanagaraj, Premraj Durairaj, Anitha Karthikeyan, Karthikeyan Rajagopal
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Abstract

To illustrate the occurrences of extreme events in the neural system we consider a pair of Chialvo neuron maps. Importantly, we explore the dynamics of the proposed system by including a flux term between the neurons. Primarily, the dynamical behaviors of the coupled Chialvo neurons are examined using the Lyapunov spectrum and bifurcation analysis. We find the transitions between the periodic and chaotic dynamics in relation to the injected ion current of the first and second neurons and the flux coupling strength. It is interesting to note that, the extreme events can occur in the chaotic zone for some parameters. The analysis is then extended to a network of Chialvo neurons with various network connectivities. We discover that coexisting coherent and incoherent behaviour can arise and that nodes in the network can exhibit extreme event features. The findings of this study could help to better understand the rare large-amplitude events that occur in neural networks, which can help detect and prevent a variety of neurological disorders.

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揭示通量耦合 Chialvo 神经元的动态和极端事件的存在
为了说明神经系统中极端事件的发生,我们考虑了一对 Chialvo 神经元图。重要的是,我们通过在神经元之间加入通量项来探索拟议系统的动态。我们主要利用李亚普诺夫频谱和分岔分析来研究耦合 Chialvo 神经元的动力学行为。我们发现周期动力学和混沌动力学之间的过渡与第一和第二神经元的注入离子电流以及通量耦合强度有关。值得注意的是,在某些参数下,极端事件可能发生在混沌区。然后,分析扩展到具有不同网络连接性的 Chialvo 神经元网络。我们发现,相干和不相干行为可能并存,网络中的节点可能表现出极端事件的特征。这项研究的发现有助于更好地理解神经网络中出现的罕见大振幅事件,从而有助于检测和预防各种神经系统疾病。
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来源期刊
Cognitive Neurodynamics
Cognitive Neurodynamics 医学-神经科学
CiteScore
6.90
自引率
18.90%
发文量
140
审稿时长
12 months
期刊介绍: Cognitive Neurodynamics provides a unique forum of communication and cooperation for scientists and engineers working in the field of cognitive neurodynamics, intelligent science and applications, bridging the gap between theory and application, without any preference for pure theoretical, experimental or computational models. The emphasis is to publish original models of cognitive neurodynamics, novel computational theories and experimental results. In particular, intelligent science inspired by cognitive neuroscience and neurodynamics is also very welcome. The scope of Cognitive Neurodynamics covers cognitive neuroscience, neural computation based on dynamics, computer science, intelligent science as well as their interdisciplinary applications in the natural and engineering sciences. Papers that are appropriate for non-specialist readers are encouraged. 1. There is no page limit for manuscripts submitted to Cognitive Neurodynamics. Research papers should clearly represent an important advance of especially broad interest to researchers and technologists in neuroscience, biophysics, BCI, neural computer and intelligent robotics. 2. Cognitive Neurodynamics also welcomes brief communications: short papers reporting results that are of genuinely broad interest but that for one reason and another do not make a sufficiently complete story to justify a full article publication. Brief Communications should consist of approximately four manuscript pages. 3. Cognitive Neurodynamics publishes review articles in which a specific field is reviewed through an exhaustive literature survey. There are no restrictions on the number of pages. Review articles are usually invited, but submitted reviews will also be considered.
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