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Stability Analysis and State Estimation of Memristive Neural Networks

Stability Analysis and State Estimation of Memristive Neural Networks

Author: Hongjian Liu

Publisher: CRC Press

ISBN: 9781000415001

Category: Technology & Engineering

Page: 234

View: 420

In this book, the stability analysis and estimator design problems are discussed for delayed discrete-time memristive neural networks. In each chapter, the analysis problems are firstly considered, where the stability, synchronization and other performances (e.g., robustness, disturbances attenuation level) are investigated within a unified theoretical framework. In this stage, some novel notions are put forward to reflect the engineering practice. Then, the estimator design issues are discussed where sufficient conditions are derived to ensure the existence of the desired estimators with guaranteed performances. Finally, the theories and techniques developed in previous parts are applied to deal with some issues in several emerging research areas. The book Unifies existing and emerging concepts concerning delayed discrete memristive neural networks with an emphasis on a variety of network-induced phenomena Captures recent advances of theories, techniques, and applications of delayed discrete memristive neural networks from a network-oriented perspective Provides a series of latest results in two popular yet interrelated areas, stability analysis and state estimation of neural networks Exploits a unified framework for analysis and synthesis by designing new tools and techniques in combination with conventional theories of systems science, control engineering and signal processing Gives simulation examples in each chapter to reflect the engineering practice
Stability Analysis and State Estimation of Memristive Neural Networks
Language: en
Pages: 234

Stability Analysis and State Estimation of Memristive Neural Networks

Authors: Hongjian Liu, Zidong Wang, Lifeng Ma
Categories: Technology & Engineering
Type: BOOK - Published: 2021-08-16 - Publisher: CRC Press

In this book, the stability analysis and estimator design problems are discussed for delayed discrete-time memristive neural networks. In each chapter, the analysis problems are firstly considered, where the stability, synchronization and other performances (e.g., robustness, disturbances attenuation level) are investigated within a unified theoretical framework. In this stage, some
Qualitative Analysis and Control of Complex Neural Networks with Delays
Language: en
Pages: 388

Qualitative Analysis and Control of Complex Neural Networks with Delays

Authors: Zhanshan Wang, Zhenwei Liu, Chengde Zheng
Categories: Technology & Engineering
Type: BOOK - Published: 2015-07-18 - Publisher: Springer

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
Stability Analysis of Neural Networks
Language: en
Pages: 404

Stability Analysis of Neural Networks

Authors: Grienggrai Rajchakit, Praveen Agarwal, Sriraman Ramalingam
Categories: Mathematics
Type: BOOK - Published: 2021-12-05 - Publisher: Springer Nature

This book discusses recent research on the stability of various neural networks with constrained signals. It investigates stability problems for delayed dynamical systems where the main purpose of the research is to reduce the conservativeness of the stability criteria. The book mainly focuses on the qualitative stability analysis of continuous-time
Fractional-Order Modeling of Dynamic Systems with Applications in Optimization, Signal Processing, and Control
Language: en
Pages: 528

Fractional-Order Modeling of Dynamic Systems with Applications in Optimization, Signal Processing, and Control

Authors: Ahmed G. Radwan, Farooq Ahmad Khanday, Lobna A. Said
Categories: Technology & Engineering
Type: BOOK - Published: 2021-10-29 - Publisher: Academic Press

Fractional-order Modelling of Dynamic Systems with Applications in Optimization, Signal Processing and Control introduces applications from a design perspective, helping readers plan and design their own applications. The book includes the different techniques employed to design fractional-order systems/devices comprehensively and straightforwardly. Furthermore, mathematics is available in the literature on how
Dynamic Systems with Time Delays: Stability and Control
Language: en
Pages: 335

Dynamic Systems with Time Delays: Stability and Control

Authors: Ju H. Park, Tae H. Lee, Yajuan Liu, Jun Chen
Categories: Science
Type: BOOK - Published: 2019-08-29 - Publisher: Springer Nature

This book presents up-to-date research developments and novel methodologies to solve various stability and control problems of dynamic systems with time delays. First, it provides the new introduction of integral and summation inequalities for stability analysis of nominal time-delay systems in continuous and discrete time domain, and presents corresponding stability

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