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Distributed containment output-feedback control for a general class of stochastic nonlinear multi-agent systems

机译:一般一类随机非线性多智能体系统的分布式密闭输出反馈控制

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摘要

This study considers a distributed containment output-feedback control approach for a general class of stochastic uncertain nonlinear multi-agent systems. At first, local linear state observers are designed to deal with the unmeasured states. Then, radial basis function (RBF) neural networks (NNs) and minimal learning parameter approach are employed to approximate unknown nonlinearities. On the basis of dynamic surface control (DSC), command filter technique, adaptive neural approximator and linear observers, a simplified systematic approach to design of the coordinated containment output-feedback controller for stochastic uncertain nonlinear multi-agent systems is offered. In the proposed distributed controller the problems of explosion of complexity and effect of DSC filter errors are eliminated, simultaneously. Via Lyapunov theory, it is shown that the proposed controller can guarantee that all the signals in the closed-loop network system are cooperatively semi-globally uniformly ultimately bounded (CSGUUB) in the sense of mean square; meanwhile all followers' outputs converge to the dynamic convex envelope spanned by the dynamic leaders. Finally, simulation results are shown to confirm efficiency of the proposed method. (C) 2015 Elsevier B.V. All rights reserved.
机译:这项研究考虑了针对一类随机不确定非线性多主体系统的分布式安全壳输出-反馈控制方法。首先,将局部线性状态观测器设计为处理未测状态。然后,采用径向基函数(RBF)神经网络(NNs)和最小学习参数方法来近似未知的非线性。基于动态表面控制(DSC),命令滤波技术,自适应神经逼近器和线性观测器,为随机不确定非线性多智能体系统提供了一种协调的包含输出反馈控制器的简化系统方法。在提出的分布式控制器中,同时消除了复杂性爆炸和DSC滤波器误差影响的问题。通过李雅普诺夫理论,表明所提出的控制器可以保证闭环网络系统中的所有信号在均方意义上协同半全局一致地最终有界(CSGUUB)。同时,所有跟随者的输出都收敛到动态领导者跨越的动态凸包络。最后,仿真结果表明了该方法的有效性。 (C)2015 Elsevier B.V.保留所有权利。

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