Stability Analysis of Neural Networks

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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 as well as discrete-time neural networks with delays by presenting the theoretical development and real-life applications in these research areas. The discussed stability concept is in the sense of Lyapunov, and, naturally, the proof method is based on the Lyapunov stability theory. The present book will serve as a guide to enable the reader in pursuing the study of further topics in greater depth and is a valuable reference for young researcher and scientists. 

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ISBN 9789811665363
Sprache Englisch
Ausgabe 1st ed. 2021
Erscheinungsdatum 07.12.2022
Umfang 404 Seiten
Genre Mathematik/Sonstiges
Format Taschenbuch
Verlag Springer Singapore