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Qualitative Analysis and Control of Complex Neural Networks with Delays / / by Zhanshan Wang, Zhenwei Liu, Chengde Zheng



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Autore: Wang Zhanshan Visualizza persona
Titolo: Qualitative Analysis and Control of Complex Neural Networks with Delays / / by Zhanshan Wang, Zhenwei Liu, Chengde Zheng Visualizza cluster
Pubblicazione: Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2016
Edizione: 1st ed. 2016.
Descrizione fisica: 1 online resource (398 p.)
Disciplina: 620
Soggetto topico: Vibration
Dynamics
Computational complexity
Automatic control
Power electronics
Vibration, Dynamical Systems, Control
Complexity
Control and Systems Theory
Power Electronics, Electrical Machines and Networks
Persona (resp. second.): LiuZhenwei
ZhengChengde
Note generali: Description based upon print version of record.
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Introduction to Neural Networks -- Preliminaries on Dynamical Systems and Stability Theory -- Survey of Dynamics of Cohen-Grossberg Type RNNs -- Delay-partitioning-method Based Stability Result for RNNs -- Stability result on the static and vector field recurrent neural networks -- Stability Criteria for RNNs Based on Secondary Delay Partitioning -- LMI-based Stability Criteria for Static Neural Networks -- Multiple Stability for Discontinuous RNNs -- LMI-based Passibity Criteria for RNNs with Delays -- Dissipativity and Invariant Sets for Neural Networks with Delay -- Synchronization Stability in Complex Neural Networks -- Stabilization of Stochastic RNNs with Stochastic Delays -- Adaptive Synchronization of Complex Neural Networks.
Sommario/riassunto: This book focuses on the stability of the dynamical neural system, synchronization of the coupling neural system and their applications in automation control and electrical engineering. The redefined concept of stability, synchronization and consensus are adopted to provide a better explanation of the complex neural network. Researchers in the fields of dynamical systems, computer science, electrical engineering and mathematics will benefit from the discussions on complex systems. The book will also help readers to better understand the theory behind the control technique and its design.
Titolo autorizzato: Qualitative Analysis and Control of Complex Neural Networks with Delays  Visualizza cluster
ISBN: 3-662-47484-0
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910254181603321
Lo trovi qui: Univ. Federico II
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Serie: Studies in Systems, Decision and Control, . 2198-4182 ; ; 34