Stability Analysis and State Estimation of Memristive Neural Networks

Hongjian Liu (Anhui Polytechnic University, Wuhu, China.),Zidong Wang (Brunel University, London, United Kingdom.),Lifeng Ma (Nanjing University of Science and Technology, Nanjing, China)

Stability Analysis and State Estimation of Memristive Neural Networks
Format
Hardback
Publisher
Taylor & Francis Ltd
Country
United Kingdom
Published
17 August 2021
Pages
214
ISBN
9781032037103

Stability Analysis and State Estimation of Memristive Neural Networks

Hongjian Liu (Anhui Polytechnic University, Wuhu, China.),Zidong Wang (Brunel University, London, United Kingdom.),Lifeng Ma (Nanjing University of Science and Technology, Nanjing, China)

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

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