An Overview of Stability Analysis of Neural Networks with Time-Delays
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Published:2019-09-01
Issue:9
Volume:11
Page:1200-1212
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ISSN:1941-4900
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Container-title:Nanoscience and Nanotechnology Letters
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language:en
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Short-container-title:nanosci nanotechnol lett
Author:
Zhou Shajun,Zeng Hongbing,Wang Wei
Abstract
Stability of neural networks (NNs) with time-delays (TDs) has become a popular research object. The Lyapunov-Krasovskii functional (LKF) method is an extremely effective technique for the stability research of NNs with TDs. Three primary issues, including ideas for constructing a reasonable
LKF method, investigation of methods to estimate the LKF's derivative and reviewing approaches for establishing the stability criteria are discussed in details. Finally, some challenges are proposed for the future research directions.
Publisher
American Scientific Publishers
Subject
General Materials Science
Cited by
1 articles.
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