Qualitative Analysis and Control of Complex Neural Networks with Delays

• Κύριοι συγγραφείς: Wang, Zhanshan (Συγγραφέας), Liu, Zhenwei (Συγγραφέας), Zheng, Chengde (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2016.
• Σειρά: Studies in Systems, Decision and Control, 34
• Θέματα: Engineering.; Complexity, Computational.; Vibration.; Dynamical systems.; Dynamics.; Control engineering.; Power electronics.; Vibration, Dynamical Systems, Control.; Complexity.; Control.; Power Electronics, Electrical Machines and Networks.

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 t...

Πίνακας περιεχομένων:

•  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.