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NN-based output feedback adaptive variable structure control for a class of non-affine nonlinear systems: A nonseparation principle design

机译:一类非仿射非线性系统的基于神经网络的输出反馈自适应变结构控制:一种非分离原理设计

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摘要

Based on non-separation principle design and the application of Implicit Function Theorem, Mean Value Theorem, neural network parametrization and a simple linear observer, a new adaptive variable structure output feedback control is addressed for a class of non-affine nonlinear systems. In the presented scheme, many restrictive conditions, such as Lipschitz assumption, SPR (strictly positive realness) condition and contracting assumption are not required with the help of neural network parametrization. One of the main purposes of this work is to find out the relationships between the design parameters for observer and controller, and how to choose these design parameters in non-separation principle way. Semi-globally uniformly ultimate boundedness for the steady-state and transient performance is provided, and simulations verify the effectiveness of the proposed scheme.
机译:基于非分离原理设计,并结合隐函数定理,中值定理,神经网络参数化和简单线性观测器的应用,针对一类非仿射非线性系统提出了一种新型的自适应变结构输出反馈控制方法。在提出的方案中,借助于神经网络参数化,不需要许多限制性条件,例如Lipschitz假设,SPR(严格为正现实)条件和收缩假设。这项工作的主要目的之一是找出观察者和控制器的设计参数之间的关系,以及如何以非分离原理的方式选择这些设计参数。提供了稳态和瞬态性能的半全局一致极限极限,并且仿真验证了所提方案的有效性。

著录项

  • 来源
    《Neurocomputing》 |2009年第9期|2009-2016|共8页
  • 作者

    Hongbin Du; Xiaochuan Chen;

  • 作者单位

    Department of Automation, East China University of Science and Technology, Shangai 200237, China Mechanical Engineering College, Donghua University, Shanghai 201620, China;

    Department of Automation, East China University of Science and Technology, Shangai 200237, China Mechanical Engineering College, Donghua University, Shanghai 201620, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    adaptive variable structure control; output feedback; nonlinear systems; parametrization; observer; non-separation principle design;

    机译:自适应变结构控制;输出反馈;非线性系统参数化;观察者非分离原理设计;
  • 入库时间 2022-08-18 02:08:36

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