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Adaptive fuzzy tracking control for a class of stochastic nonlinearly parameterized systems with distributed input delay

机译:一类具有分布输入时滞的随机非线性参数化系统的自适应模糊跟踪控制

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摘要

This paper addresses the problem of adaptive tracking control for a class of stochastic nonlinearly parameterized systems with distributed input delay using fuzzy logic systems (FLS). In this paper, through a state transformation the system can be easily transformed into a system without the distributed input delay, the quadratic functions instead of the quartic functions often utilized in the existing results are used as Lyapunov functions to analyze the stability of systems and the hyperbolic tangent functions are introduced to deal with the Hessian terms. FLS in Mamdani type are used to approximate the unknown nonlinear functions. Then, based on the backstepping technique, the adaptive fuzzy controller is designed. The proposed adaptive fuzzy controller guarantees that all the signals in the closed-loop system are bounded in probability and the tracking error can converge to a small residual set around the origin in the mean square sense. Finally, the example is used to demonstrate the effectiveness of our results proposed in this paper. (C) 2015 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:本文研究了使用模糊逻辑系统(FLS)对一类具有分布输入延迟的随机非线性参数化系统进行自适应跟踪控制的问题。在本文中,通过状态转换,可以轻松地将系统转换为没有分布式输入延迟的系统,将二次函数代替现有结果中经常使用的二次函数作为Lyapunov函数来分析系统的稳定性和引入双曲正切函数来处理Hessian项。 Mamdani型的FLS用于近似未知的非线性函数。然后,基于反推技术,设计了自适应模糊控制器。所提出的自适应模糊控制器保证了闭环系统中的所有信号都以概率为界,并且跟踪误差可以在均方意义上收敛到围绕原点的较小残差集合。最后,该示例用于证明本文提出的结果的有效性。 (C)2015富兰克林研究所。由Elsevier Ltd.出版。保留所有权利。

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  • 来源
    《Journal of the Franklin Institute》 |2016年第3期|713-734|共22页
  • 作者

    Yue Hongyun; Yu Shuiqing;

  • 作者单位

    Xian Univ Architecture & Technol, Sch Sci, Xian 710055, Peoples R China;

    Xian Univ Finance & Econ, Sch Stat, Xian 710100, Peoples R China;

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  • 正文语种 eng
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