Control and estimation of piecewise affine systems

Piecewise affine (PWA) system is a powerful tool to study nonlinear systems, as well as switched and hybrid systems. This thesis presents our research findings in control and estimation of PWA systems. We begin with the examination of the stability of PWA systems by introducing several novel Lyapun...

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Main Author: Xu, Jun
Other Authors: Xie Lihua
Format: Theses and Dissertations
Published: 2008
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Online Access:https://hdl.handle.net/10356/3818
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-38182023-07-04T16:43:09Z Control and estimation of piecewise affine systems Xu, Jun Xie Lihua School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering Piecewise affine (PWA) system is a powerful tool to study nonlinear systems, as well as switched and hybrid systems. This thesis presents our research findings in control and estimation of PWA systems. We begin with the examination of the stability of PWA systems by introducing several novel Lyapunov functions, including piecewise homogeneous polynomial Lyapunov functions, partition-dependent Lyapunov functions and vertex-dependent Lyapunov functions. These approaches lead to less conservative stability analysis than existing results. Next, we address the controllability and reachability of a class of PWA systems. Based on a general classification method, explicit necessary and sufficient conditions in terms of system parameters are presented. We then turn to the control problems of discrete-time PWA systems. We design the state feedback control for PWA systems by incorporating partition information of the system and applying S-procedure in terms of LMI and BMI. H8 and generalized H2 control of PWA systems are also investigated. Parallel to the control problem, we also consider H8 and generalized H2 estimation using Luenberger type estimators for both continuous-time and discrete-time PWA systems. Finally, we take the Takagi-Sugeno fuzzy system as an application of PWA systems and derive the corresponding stability conditions and controller design approaches. DOCTOR OF PHILOSOPHY (EEE) 2008-09-17T09:38:11Z 2008-09-17T09:38:11Z 2006 2006 Thesis Wang, H. J. (2006). Control and estimation of piecewise affine systems. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/3818 10.32657/10356/3818 Nanyang Technological University application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
topic DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
Xu, Jun
Control and estimation of piecewise affine systems
description Piecewise affine (PWA) system is a powerful tool to study nonlinear systems, as well as switched and hybrid systems. This thesis presents our research findings in control and estimation of PWA systems. We begin with the examination of the stability of PWA systems by introducing several novel Lyapunov functions, including piecewise homogeneous polynomial Lyapunov functions, partition-dependent Lyapunov functions and vertex-dependent Lyapunov functions. These approaches lead to less conservative stability analysis than existing results. Next, we address the controllability and reachability of a class of PWA systems. Based on a general classification method, explicit necessary and sufficient conditions in terms of system parameters are presented. We then turn to the control problems of discrete-time PWA systems. We design the state feedback control for PWA systems by incorporating partition information of the system and applying S-procedure in terms of LMI and BMI. H8 and generalized H2 control of PWA systems are also investigated. Parallel to the control problem, we also consider H8 and generalized H2 estimation using Luenberger type estimators for both continuous-time and discrete-time PWA systems. Finally, we take the Takagi-Sugeno fuzzy system as an application of PWA systems and derive the corresponding stability conditions and controller design approaches.
author2 Xie Lihua
author_facet Xie Lihua
Xu, Jun
format Theses and Dissertations
author Xu, Jun
author_sort Xu, Jun
title Control and estimation of piecewise affine systems
title_short Control and estimation of piecewise affine systems
title_full Control and estimation of piecewise affine systems
title_fullStr Control and estimation of piecewise affine systems
title_full_unstemmed Control and estimation of piecewise affine systems
title_sort control and estimation of piecewise affine systems
publishDate 2008
url https://hdl.handle.net/10356/3818
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