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Analysis of iterative learning control for one-sided Lipschitz nonlinear singular systems

机译:单侧Lipschitz非线性奇异系统的迭代学习控制分析

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摘要

This paper deals with the problem of iterative learning control for a class of singular systems with one-sided Lipschitz nonlinearity. In order to track the given desired trajectory, a closed-loop D-type learning algorithm is proposed for such nonlinear singular systems. Then the convergence result is derived by utilizing the one-sided Lipschitz and quadratically inner-bounded conditions. In this work, the main contribution is to apply the iterative learning approach to one-sided Lipschitz singular systems, while most researches are focus on the Lipschitz systems. It is shown that the algorithm can guarantee the system output converges to the desired trajectory on the whole time interval. Finally, the effectiveness of the presented algorithm is verified by a numerical example. (C) 2018 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:本文研究了一类具有单侧Lipschitz非线性的奇异系统的迭代学习控制问题。为了跟踪给定的期望轨迹,针对这种非线性奇异系统提出了一种闭环D型学习算法。然后,利用单侧Lipschitz和二次内界条件得出收敛结果。在这项工作中,主要的贡献是将迭代学习方法应用于单侧Lipschitz奇异系统,而大多数研究都集中在Lipschitz系统上。结果表明,该算法可以保证系统输出在整个时间间隔上收敛到期望的轨迹。最后,通过算例验证了所提算法的有效性。 (C)2018富兰克林研究所。由Elsevier Ltd.出版。保留所有权利。

著录项

  • 来源
    《Journal of the Franklin Institute》 |2019年第1期|196-208|共13页
  • 作者

    Gu Panpan; Tian Senping;

  • 作者单位

    South China Univ Technol, Sch Automat Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 04:10:04

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