首页> 外文期刊>International Journal of Intelligent Systems Technologies and Applications >Robust adaptive tracking controller design for non-affine non-linear systems with state time-varying delay and unknown dead-zone
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Robust adaptive tracking controller design for non-affine non-linear systems with state time-varying delay and unknown dead-zone

机译:具有状态时变时滞和未知死区的非仿射非线性系统的鲁棒自适应跟踪控制器设计

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摘要

A novel Neural Network (NN)-based dead-zone compensation scheme for a class of non-affine Multiple-Input Multiple-Output (MIMO) non-linear systems with state time-varying delay is presented. A static NN is introduced to approximate and adaptively cancel the unknown nonlinear dynamic of the subsystems and unknown dead-zone after its existence proved by implicit function theorem. The control law and adaptive laws for the weights of the hidden layer and output layer of NNs are established by Lyapunov analysis of the whole closed-loop system. The tracking error is proved to be Uniformly Ultimately Bounded (UUB) via introducing an additional robust control term. The effectiveness of the proposed control scheme is verified by the simulation of an MIMO non-affine non-linear system with state time-varying delay.
机译:针对一类具有状态时变时滞的非仿射多输入多输出(MIMO)非线性系统,提出了一种基于神经网络的盲区补偿方案。通过隐函数定理证明了静态神经网络的存在,引入了静态神经网络来近似并自适应地消除子系统的未知非线性动力学和未知死区。通过对整个闭环系统的李雅普诺夫分析,建立了神经网络隐层和输出层权重的控制律和自适应律。通过引入额外的鲁棒控制项,跟踪误差被证明是统一的最终有界(UUB)。通过对具有状态时变时延的MIMO非仿射非线性系统进行仿真,验证了所提控制方案的有效性。

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