Observer design for Takagi–Sugeno systems with unmeasurable premise variables using a non-quadratic Lyapunov function

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Wail Hamdi , Mohamed Yacine Hammoudi , Madina Hamiane
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引用次数: 0

Abstract

This work presents a contribution to reduce the conservatism in nonlinear observer for TakagiSugeno fuzzy systems with unmeasurable premise variables based on the mean value theorem. The conservatism was reduced through the use of non-quadratic Lyapunov function (NQLF) rather than the quadratic form used in previous works. The stability conditions are given in the form of Bilinear Matrix Inequalities (BMI) whereby an effective solution to solve this type of problem is presented using linear solvers which are characterized by their computational efficiency. To show the improvement of the proposed work over the existing approach and to demonstrate its effectiveness in solving the Bilinear Matrix Inequalities, the feasibility area is illustrated by a numerical example, and a real-time implementation of the observer is applied to the induction motor (IM) where a big number of inequalities is present.
使用非四次方 Lyapunov 函数设计具有不可测前提变量的高木-菅野系统的观测器。
本研究以均值定理为基础,为减少具有不可测量前提变量的高木-杉野模糊系统非线性观测器的保守性做出了贡献。通过使用非二次Lyapunov函数(NQLF)而不是之前工作中使用的二次形式,降低了保守性。稳定条件是以双线性矩阵不等式(BMI)的形式给出的,通过使用线性求解器,提出了解决这类问题的有效方案,而线性求解器的特点是计算效率高。为了说明所提出的方法与现有方法相比有哪些改进,并证明其在解决双线性矩阵不等式方面的有效性,我们通过一个数值示例说明了可行性领域,并将观测器的实时实施应用于存在大量不等式的感应电机(IM)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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