Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models

Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models
Author :
Publisher : Springer Science & Business Media
Total Pages : 204
Release :
ISBN-10 : 9783642167751
ISBN-13 : 3642167756
Rating : 4/5 (756 Downloads)

Book Synopsis Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models by : Zsófia Lendek

Download or read book Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models written by Zsófia Lendek and published by Springer Science & Business Media. This book was released on 2010-10-27 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many problems in decision making, monitoring, fault detection, and control require the knowledge of state variables and time-varying parameters that are not directly measured by sensors. In such situations, observers, or estimators, can be employed that use the measured input and output signals along with a dynamic model of the system in order to estimate the unknown states or parameters. An essential requirement in designing an observer is to guarantee the convergence of the estimates to the true values or at least to a small neighborhood around the true values. However, for nonlinear, large-scale, or time-varying systems, the design and tuning of an observer is generally complicated and involves large computational costs. This book provides a range of methods and tools to design observers for nonlinear systems represented by a special type of a dynamic nonlinear model -- the Takagi--Sugeno (TS) fuzzy model. The TS model is a convex combination of affine linear models, which facilitates its stability analysis and observer design by using effective algorithms based on Lyapunov functions and linear matrix inequalities. Takagi--Sugeno models are known to be universal approximators and, in addition, a broad class of nonlinear systems can be exactly represented as a TS system. Three particular structures of large-scale TS models are considered: cascaded systems, distributed systems, and systems affected by unknown disturbances. The reader will find in-depth theoretic analysis accompanied by illustrative examples and simulations of real-world systems. Stability analysis of TS fuzzy systems is addressed in detail. The intended audience are graduate students and researchers both from academia and industry. For newcomers to the field, the book provides a concise introduction dynamic TS fuzzy models along with two methods to construct TS models for a given nonlinear system


Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models Related Books

Stability Analysis and Nonlinear Observer Design using Takagi-Sugeno Fuzzy Models
Language: en
Pages: 204
Authors: Zsófia Lendek
Categories: Computers
Type: BOOK - Published: 2010-10-27 - Publisher: Springer Science & Business Media

GET EBOOK

Many problems in decision making, monitoring, fault detection, and control require the knowledge of state variables and time-varying parameters that are not dir
Fuzzy Control Systems Design and Analysis
Language: en
Pages: 321
Authors: Kazuo Tanaka
Categories: Science
Type: BOOK - Published: 2004-04-07 - Publisher: John Wiley & Sons

GET EBOOK

A comprehensive treatment of model-based fuzzy control systems This volume offers full coverage of the systematic framework for the stability and design of nonl
Analysis and Synthesis for Interval Type-2 Fuzzy-Model-Based Systems
Language: en
Pages: 263
Authors: Hongyi Li
Categories: Technology & Engineering
Type: BOOK - Published: 2016-02-29 - Publisher: Springer

GET EBOOK

This book develops a set of reference methods capable of modeling uncertainties existing in membership functions, and analyzing and synthesizing the interval ty
Fuzzy Approaches for Soft Computing and Approximate Reasoning: Theories and Applications
Language: en
Pages: 305
Authors: Marie-Jeanne Lesot
Categories: Technology & Engineering
Type: BOOK - Published: 2020-10-26 - Publisher: Springer Nature

GET EBOOK

This book gathers cutting-edge papers in the area of Computational Intelligence, presented by specialists, and covering all major trends in the research communi
Analysis and Synthesis of Nonlinear Control Systems
Language: en
Pages: 349
Authors: Miguel Bernal
Categories: Technology & Engineering
Type: BOOK - Published: 2022-02-05 - Publisher: Springer Nature

GET EBOOK

This book presents a modern perspective on the modelling, analysis, and synthesis ideas behind convex-optimisation-based control of nonlinear systems: it embeds