Analysis and Design of Delayed Neural Networks (eBook)
290 Seiten
Springer Nature Singapore (Verlag)
978-981-96-1177-5 (ISBN)
This book provides a direct method based on system solutions to address the problems related to the analysis and control of delayed neural networks. The method proposed in this book is important for the following reasons: It does not involve the construct of any Lyapunov-Krasovskii functional (LKF), which overcomes the difficulty in constructing an appropriate and effective LKF; It can provide more simpler sufficient conditions, and hence it possesses less computational complexity; It can result in delay-dependent global exponential stability criteria that can used to give the decay rate estimation of the state; It is suitable for analysis and design problems of most system models with (multiple) delays after a small modification. The book is divided into 11 chapters, and focuses on the analysis and design problems related to delayed neural networks. It is written for graduate students and research level mathematicians and is suitable for postgraduates or as a reference.
This book provides a direct method based on system solutions to address the problems related to the analysis and control of delayed neural networks. The method proposed in this book is important for the following reasons: It does not involve the construct of any Lyapunov-Krasovskii functional (LKF), which overcomes the difficulty in constructing an appropriate and effective LKF; It can provide more simpler sufficient conditions, and hence it possesses less computational complexity; It can result in delay-dependent global exponential stability criteria that can used to give the decay rate estimation of the state; It is suitable for analysis and design problems of most system models with (multiple) delays after a small modification. The book is divided into 11 chapters, and focuses on the analysis and design problems related to delayed neural networks. It is written for graduate students and research level mathematicians and is suitable for postgraduates or as a reference.
| Erscheint lt. Verlag | 16.4.2025 |
|---|---|
| Reihe/Serie | Intelligent Control and Learning Systems |
| Zusatzinfo | XXIII, 290 p. 125 illus., 123 illus. in color. |
| Sprache | englisch |
| Themenwelt | Mathematik / Informatik ► Mathematik ► Angewandte Mathematik |
| Schlagworte | A direct method based on system solutions • delayed neural networks • Distributed delay • genetic regulatory networks • Global exponential stability • Leakage delay • Multiple time-varying transmission delays • Synchronization controller design |
| ISBN-10 | 981-96-1177-6 / 9819611776 |
| ISBN-13 | 978-981-96-1177-5 / 9789819611775 |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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