Lagrange stability of quaternion-valued neural networks with mixed delays on time scales

被引:1
|
作者
Wu, Jiang [1 ]
Song, Qiankun [1 ]
Liu, Yurong [2 ]
机构
[1] Chongqing Jiaotong Univ, Dept Math, Chongqing 400074, Peoples R China
[2] Yangzhou Univ, Dept Math, Yangzhou 225002, Peoples R China
基金
中国国家自然科学基金;
关键词
Quaternion-valued neural networks; Time scale; Lagrange stability; Delay; Linear matrix inequality; GLOBAL EXPONENTIAL STABILITY; SENSE;
D O I
10.1016/j.neucom.2024.129086
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study delves into the Lagrange stability of quaternion-valued neural networks (QVNNs) on time scales, the considered model incorporates the leaky delay, discrete delay and distributed delay. By constructing appropriate Lyapunov-Krasovskii functionals on time scales and applying the free-weighted matrix approach along with inequality techniques, a sufficient condition formulated as linear matrix inequalities (LMIs) is obtained, which ensures the Lagrange stability and the attractor regions of networks is estimated. Finally, a numerical example demonstrates the correctness and effectiveness of the method.
引用
收藏
页数:12
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