首页> 美国卫生研究院文献>Frontiers in Neurorobotics >Robust Adaptive Synchronization of Ring Configured Uncertain Chaotic FitzHugh–Nagumo Neurons under Direction-Dependent Coupling
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Robust Adaptive Synchronization of Ring Configured Uncertain Chaotic FitzHugh–Nagumo Neurons under Direction-Dependent Coupling

机译:方向相关联的不确定环配置的不确定FitzHugh-Nagumo神经元的鲁棒自适应同步

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摘要

This paper exploits the dynamical modeling, behavior analysis, and synchronization of a network of four different FitzHugh–Nagumo (FHN) neurons with unknown parameters linked in a ring configuration under direction-dependent coupling. The main purpose is to investigate a robust adaptive control law for the synchronization of uncertain and perturbed neurons, communicating in a medium of bidirectional coupling. The neurons are assumed to be different and interconnected in a ring structure. The strength of the gap junctions is taken to be different for each link in the network, owing to the inter-neuronal coupling medium properties. Robust adaptive control mechanism based on Lyapunov stability analysis is employed and theoretical criteria are derived to realize the synchronization of the network of four FHN neurons in a ring form with unknown parameters under direction-dependent coupling and disturbances. The proposed scheme for synchronization of dissimilar neurons, under external electrical stimuli, coupled in a ring communication topology, having all parameters unknown, and subject to directional coupling medium and perturbations, is addressed for the first time as per our knowledge. To demonstrate the efficacy of the proposed strategy, simulation results are provided.
机译:本文利用动态建模,行为分析和四个未知方向的FitzHugh-Nagumo(FHN)神经元网络的同步进行同步,这些未知参数以方向依赖的耦合方式以环结构链接。主要目的是研究一种鲁棒的自适应控制定律,用于在双向耦合介质中进行通信的不确定和扰动神经元的同步。假定神经元是不同的并且以环形结构互连。由于神经元间耦合介质的特性,对于网络中的每个链接,间隙连接的强度都被认为是不同的。采用了基于Lyapunov稳定性分析的鲁棒自适应控制机制,并推导了理论准则,以在方向相关的耦合和扰动下实现了具有未知参数的环形FHN神经元网络的同步。根据我们的知识,首次提出了在外部电刺激下,以环形通信拓扑结构耦合,所有参数未知且受到定向耦合介质和扰动影响的异种神经元同步方案。为了证明所提出策略的有效性,提供了仿真结果。

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