Novel Stability Results for Halanay Inequality and Applications to Delay Neural Networks

Novel Stability Results for Halanay Inequality and Applications to Delay Neural Networks
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Halanay 不等式的新稳定性结果及其延迟神经网络的应用

DOI:
10.1109/access.2020.2968760
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发表时间:
2020
期刊:
影响因子:
3.9
通讯作者:
Xiaoxia Guo
Xiaoxia Guo
中科院分区:
计算机科学3区
文献类型:
--
作者:
Dehao Ruan;Weiguo Liu;Minran Yang;Zhehao Huang;Xiaoxia Guo

文献摘要

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This work investigates the stability of Halanay inequality. Some novel results are obtained by means of constructing an auxiliary differential equation. Some previous works are improved and extended. After that, the obtained results are applied to investigate the stability of neural networks with time-varying and distributed delays. At last, some examples along with numerical simulations are presented to illustrate the validity of the theoretical results.