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9781848215894

Zonotopes From Guaranteed State-estimation to Control

by ; ; ; ;
  • ISBN13:

    9781848215894

  • ISBN10:

    1848215894

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 2013-11-25
  • Publisher: Wiley-ISTE
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Summary

This title focuses on two significant problems in the field of automatic control, in particular state estimation and robust Model Predictive Control under input and state constraints, bounded disturbances and measurement noises. The authors build upon previous results concerning zonotopic set-membership state estimation and output feedback tube-based Model Predictive Control. Various existing zonotopic set-membership estimation methods are investigated and their advantages and drawbacks are discussed, making this book suitable both for researchers working in automatic control and industrial partners interested in applying the proposed techniques to real systems.
The authors proceed to focus on a new method based on the minimization of the P-radius of a zonotope, in order to obtain a good trade-off between the complexity and the accuracy of the estimation. They propose a P-radius based set-membership estimation method to compute a zonotope containing the real states of a system, which are consistent with the disturbances and measurement noise. The problem of output feedback control using a zonotopic set-membership estimation is also explored. Among the approaches from existing literature on the subject, the implementation of robust predictive techniques based on tubes of trajectories is developed.

Contents

1. Uncertainty Representation Based on Set Theory.
2. Several Approaches on Zonotopic Guaranteed Set-Membership Estimation.
3. Zonotopic Guaranteed State Estimation Based on P-Radius Minimization.
4. Tube Model Predictive Control Based on Zonotopic Set-Membership Estimation.

About the Authors

Vu Tuan Hieu Le is a Research Engineer at the IRSEEM/ESIGELEC Technopôle du Madrillet, Saint Etienne du Rouvray, France.
Cristina Stoica is Assistant Professor in the Automatic Control Department at SUPELEC Systems Sciences (E3S), France.
Teodoro Alamo is Professor in the Department of Systems Engineering and Automatic Control at the University of Seville, Spain.
Eduardo F. Camacho is Professor in the Department of Systems Engineering and Automatic Control at the University of Seville, Spain.
Didier Dumur is Professor in the Automatic Control Department, SUPELEC Systems Sciences (E3S), France.

Author Biography

Cristina STOICA is Assistant Professor at Automatic Control Department, SUPELEC Systems Sciences (E3S), Gif-sur-Yvette, France.

Vu Tuan Hieu LE – Postdoctoral position, Unité de Recherche Informatique Automatique, Ecole des Mines de Douai, France.

Teodoro ALAMO – Professor, Department of Ingenieria de Sistemas y Automatica, Universidad de Sevilla, Spain.

Eduardo F. CAMACHO – Professor, Department of Ingenieria de Sistemas y Automatica, Universidad de Sevilla, Spain.

Didier DUMUR – Professor, Automatic Control Department, SUPELEC Systems Sciences (E3S), Gif-sur-Yvette, France.

Table of Contents

Introduction 

Chapter 1: Uncertainty representation based on set theory

a. Basic set definitions : advantages and weaknesses

i. Interval set

ii. Ellipsoidal set

iii. Polyhedral set

iv. Zonotopic set

b. Main properties of zonotopes

c. Conclusion 

Chapter 2: Existing approaches on zonotopic guaranteed set-membership estimation

a. Context

b. Problem formulation

i. Singular Value Decomposition-based methods

ii. Optimization-based methods

1. Minimizing the segments of the zonotope

2. Minimizing the volume of the zonotope

3. Minimizing the P-radius of the zonotope

c. Conclusion 

Chapter 3: Guaranteed state estimation based on P-radius minimization

a. Single-Output systems approach

b. Multi-Output systems approaches

i. Extensions of the methodology for Single-Output systems

ii. Dedicated approach for Multi-Output systems

c. Conclusion

Chapter 4: Tube Model Predictive Control based on zonotopic set-membership estimation

a. Context

b. Problem formulation

c. Tube-based output feedback Model Predictive Control design

d. Conclusion

Conclusion, perspectives and open problems

Appendix: Basic matrix operation definitions

Notations and acronyms

Bibliography

Index

Supplemental Materials

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