Observer design for control and fault diagnosis of Boolean networks / Zhihua Zhang.
2022
QA402.3 .Z53 2022
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Title
Observer design for control and fault diagnosis of Boolean networks / Zhihua Zhang.
Author
Zhang, Zhihua, author.
ISBN
9783658359294 (electronic bk.)
3658359293 (electronic bk.)
9783658359287
3658359285
3658359293 (electronic bk.)
9783658359287
3658359285
Published
Wiesbaden : Springer Vieweg, [2022]
Copyright
©2022
Language
English
Language Note
Includes extended summary in German.
Description
1 online resource : illustrations
Item Number
10.1007/978-3-658-35929-4 doi
Call Number
QA402.3 .Z53 2022
Dewey Decimal Classification
629.8/312
Summary
Boolean control networks (BCNs) are a kind of parameter-free model, which can be used to approximate the qualitative behavior of biological systems. After converting into a model similar to the standard discrete-time state-space model, control-theoretic problems of BCNs can be studied. In control theory, state observers can provide state estimation for any other applications. Reconstructibility condition is necessary for the existence of state observers. In this thesis explicit and recursive methods have been developed for reconstructibility analysis. Then, an approach to design Luenberger-like observer has been proposed, which works in a two-step process (i.e. predict and update). If a BCN is reconstructible, then an accurate state estimate can be provided by the observer no later than the minimal reconstructibility index. For a wide range of applications the approach has been extended to enable design of unknown input observer, distributed observers and reduced-order observer. The performance of the observers has been evaluated thoroughly. Furthermore, methods for output tracking control and fault diagnosis of BCNs have been developed. Finally, the developed schemes are tested with numerical examples. About the author Zhihua Zhang received the B. Sc. degree and M. Sc. degree in electrical engineering from the TU Kaiserslautern, Germany, respectively, in 2013 and 2015. In 2021 he finished Ph. D. in the area of Boolean control networks.
Bibliography, etc. Note
Includes bibliographical references.
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Source of Description
Online resource; title from PDF title page (SpringerLink, viewed December 21, 2021).
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Observer design for control and fault diagnosis of Boolean networks.
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Table of Contents
Introduction
Matrix expression of Boolean control networks
Reconstructibility analysis
Observer design
Model-based output tracking control
Model-based Fault diagnosis
Conclusion
Kurzfassung in deutscher Sprache (extended summary in German).
Matrix expression of Boolean control networks
Reconstructibility analysis
Observer design
Model-based output tracking control
Model-based Fault diagnosis
Conclusion
Kurzfassung in deutscher Sprache (extended summary in German).