Observer-based non-fragile H∞ control for discrete-time Takagi–Sugeno fuzzy systems

IF 3.7 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Wenqi Shen , Peng Shi , Tien-Fu Lu , Xin Yuan
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引用次数: 0

Abstract

Traditional methods frequently fail to address the coupling problem between control and observation gains in controller design, leading to increased complexity and conservatism in the design process. Moreover, in many practical scenarios, system state variables are often only partially observable, necessitating the development of output feedback-based controllers. This paper focuses on designing a non-fragile H output feedback controller for discrete-time uncertain nonlinear systems, which are modeled using the Takagi–Sugeno (T–S) fuzzy framework. Given that the system states are only partially observable, a fuzzy observer is implemented to estimate the missing states. A Lyapunov function is constructed to derive the stability criterion for the augmented system, which is expressed by linear matrix inequalities (LMI). To tackle the dual coupling issue between control and observation gains, a novel decoupling method is introduced, leading to a co-design strategy. A practical example of the inverted pendulum is used to verify the potential and effectiveness of the proposed new design techniques.
离散时间Takagi-Sugeno模糊系统的观测器非脆弱H∞控制
传统方法在控制器设计中往往不能解决控制增益与观测增益之间的耦合问题,导致设计过程的复杂性和保守性增加。此外,在许多实际情况下,系统状态变量通常只能部分观察到,这就需要开发基于输出反馈的控制器。针对离散不确定非线性系统,采用Takagi-Sugeno (T-S)模糊框架,设计了一种非脆弱H∞输出反馈控制器。在系统状态只有部分可观察的情况下,实现了模糊观测器来估计缺失状态。构造了一个Lyapunov函数来导出增广系统的稳定性判据,该判据用线性矩阵不等式(LMI)表示。为了解决控制增益和观测增益之间的双重耦合问题,引入了一种新的解耦方法,从而实现了协同设计策略。以倒立摆为例,验证了新设计方法的可行性和有效性。
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来源期刊
CiteScore
7.30
自引率
14.60%
发文量
586
审稿时长
6.9 months
期刊介绍: The Journal of The Franklin Institute has an established reputation for publishing high-quality papers in the field of engineering and applied mathematics. Its current focus is on control systems, complex networks and dynamic systems, signal processing and communications and their applications. All submitted papers are peer-reviewed. The Journal will publish original research papers and research review papers of substance. Papers and special focus issues are judged upon possible lasting value, which has been and continues to be the strength of the Journal of The Franklin Institute.
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