Control and Filtering of Fuzzy Systems with Switched Parameters
โ Scribed by Shanling Dong, Zheng-Guang Wu, Peng Shi
- Publisher
- Springer International Publishing
- Year
- 2020
- Tongue
- English
- Leaves
- 220
- Series
- Studies in Systems, Decision and Control 268
- Edition
- 1st ed. 2020
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
This book presents recent advances in control and filter design for Takagi-Sugeno (T-S) fuzzy systems with switched parameters. Thanks to its powerful ability in transforming complicated nonlinear systems into a set of linear subsystems, the T-S fuzzy model has received considerable attention from those the field of control science and engineering. Typical applications of T-S fuzzy systems include communication networks, and mechanical and power electronics systems. Practical systems often experience abrupt variations in their parameters or structures due to outside disturbances or component failures, and random switching mechanisms have been used to model these stochastic changes, such as the Markov jump principle.
There are three general types of controller/filter for fuzzy Markov jump systems: mode-independent, mode-dependent and asynchronous. Mode-independence does not focus on whether modes are accessible and ignores partially useful mode information, which results in some conservatism. The mode-dependent design approach relies on timely, complete and correct information regarding the mode of the studied plant. Factors like component failures and data dropouts often make it difficult to obtain exact mode messages, which further make the mode-dependent controllers/filters less useful. Recently, to overcome these issues, researchers have focused on asynchronous techniques. Asynchronous modes are accessed by observing the original systems based on certain probabilities. The book investigates the problems associated with controller/filter design for all three types.
It also considers various networked constraints, such as data dropouts and time delays, and analyzes the performances of the systems based on Lyapunov function and matrix inequality techniques, including the stochastic stability, dissipativity, and $H_\infty$. The book not only shows how these approaches solve the control and filtering problems effectively, but also offers potential meaningful research directions and ideas.
Covering a variety of fields, including continuous-time and discrete-time Markov processes, fuzzy systems, robust control, and filter design problems, the book is primarily intended for researchers in system and control theory, and is also a valuable reference resource for graduate and undergraduate students. Further, it provides cases of fuzzy control problems that are of interest to scientists, engineers and researchers in the field of intelligent control. Lastly it is useful for advanced courses focusing on fuzzy modeling, analysis, and control.
โฆ Table of Contents
Front Matter ....Pages i-xv
Introduction (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 1-10
Reliable Control of Fuzzy Systems with Quantization and Switched Actuator Failures (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 11-30
Fuzzy-Model-Based Non-fragile GCC of Fuzzy MJSs (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 31-48
Quantized Control of Fuzzy Hidden MJSs (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 49-67
Asynchronous Control of Fuzzy MJSs Subject to Strict Dissipativity (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 69-93
Extended Dissipativity-Based Control for Fuzzy Switched Systems with Intermittent Measurements (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 95-113
Dissipativity-Based Asynchronous Fuzzy Sliding Mode Control for Fuzzy MJSs (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 115-137
Filtering for Discrete-Time Switched Fuzzy Systems with Quantization (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 139-156
Reliable Filter Design of Fuzzy Switched Systems with Imprecise Modes (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 157-173
Reliable Filtering of Nonlinear Markovian Jump Systems: The Continuous-Time Case (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 175-186
HMM-Based Asynchronous Filter Design of Continuous-Time Fuzzy MJSs (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 187-196
Networked Fault Detection for Fuzzy MJSs (Shanling Dong, Zheng-Guang Wu, Peng Shi)....Pages 197-209
Back Matter ....Pages 211-212
โฆ Subjects
Engineering; Control; Computational Intelligence; Systems Theory, Control
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