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  7. Observer Design for Control and Fault Diagnosis of Boolean Networks

Observer Design for Control and Fault Diagnosis of Boolean Networks

Zhihua Zhang
Livre broché | Anglais
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Description

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.

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Contenu

Nombre de pages :
169
Langue:
Anglais

Caractéristiques

EAN:
9783658359287
Date de parution :
12-12-21
Format:
Livre broché
Format numérique:
Trade paperback (VS)
Dimensions :
148 mm x 210 mm
Poids :
254 g

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