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题名/责任者:

Qualitative Analysis and Control of Complex Neural Networks with Delays = 时滞复杂神经网络的定性分析与控制 / by Zhanshan Wang, Zhenwei Liu, Chengde Zheng.

出版发行项:

Beijing : Science Pressr, 2016.

ISBN:

9787030452184 (hbk.)

载体形态项:

xiv, 388 p. : ill. ; 24 cm.

变异题名:

时滞复杂神经网络的定性分析与控制

丛编说明:

Studies in Systems, Decision and Control, 2198-4182 ; 34

丛编统一题名:

Studies in systems, decision and control ; 34.

个人责任者:

Wang, Zhanshan.

附加个人名称:

Liu, Zhenwei.

附加个人名称:

Zheng, Chengde.

论题主题:

Engineering.

论题主题:

Physics.

论题主题:

Vibration.

中图法分类号:

TB1

书目附注:

Includes bibliographical references and index.

内容附注:

 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.

摘要附注:

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.

原版附注:

Reprint. Originally published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,2016. 9783662474846.

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