Stability Analysis of Neural Networks

£109.50

Stability Analysis of Neural Networks

Cybernetics and systems theory Mathematical modelling

Authors: Grienggrai Rajchakit, Praveen Agarwal, Sriraman Ramalingam

Dinosaur mascot

Collection: Mathematics and Statistics

Language: English

Published by: Springer

Published on: 5th December 2021

Format: LCP-protected ePub

Size: 60 Mb

ISBN: 9789811665349


Overview

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.

Show moreShow less