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Unidirectional synchronization for Hindmarsh-Rose neurons via robust adaptive sliding mode control

机译:通过鲁棒的自适应滑模控制实现Hindmarsh-Rose神经元的单向同步

摘要

This paper presents an adaptive neural network (NN) based sliding mode control for unidirectional synchronization of Hindmarsh-Rose (HR) neurons in a master-slave configuration. We first give the dynamics of single HR neuron which may exhibit spike-burst chaotic behaviors. Then we formulate the problem of unidirectional synchronization control of two HR neurons and propose a NN based sliding mode controller. The controller consists of two simple radial basis function (RBF) NNs which are used to approximate the desired sliding mode controller and the uncertain nonlinear part of the error dynamical system, respectively. The control scheme is robust to the uncertainties such as approximate errors, ionic channel noise and external disturbances. The simulation results demonstrate the validity of the proposed control method.
机译:本文提出了一种基于自适应神经网络(NN)的滑模控制,用于在主从配置中对Hindmarsh-Rose(HR)神经元进行单向同步。我们首先给出单个HR神经元的动力学,该动力学可能表现出尖峰-突发混沌行为。然后提出了两个HR神经元的单向同步控制问题,提出了一种基于神经网络的滑模控制器。该控制器由两个简单的径向基函数(RBF)NN组成,分别用于逼近所需的滑模控制器和误差动态系统的不确定非线性部分。该控制方案对不确定性具有鲁棒性,例如近似误差,离子通道噪声和外部干扰。仿真结果证明了该控制方法的有效性。

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