Mean-square stability of stochastic Clifford-valued Cohen-Grossberg neural networks with variable coefficients and time-varying delays

被引:0
|
作者
Luo, Mingbing [1 ]
Jiang, Zili [1 ]
Tan, Manchun [1 ]
机构
[1] Jinan Univ, Dept Math, Guangzhou 510632, Guangdong, Peoples R China
关键词
Mean-square stability; Clifford-valued Cohen-Grossberg neural; networks; Multiple time-varying delays; Stochastic neural networks; EXPONENTIAL STABILITY; ASYMPTOTIC STABILITY; STORAGE;
D O I
10.1016/j.neucom.2025.129500
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the mean-square stability of the stochastic Clifford-valued Cohen-Grossberg neural networks (SCVCGNNs) with variable coefficients and multiple time-varying delays is considered. Rather than disassembling the SCVCGNNs into real-valued or complex-valued counterparts, this paper treats the networks holistically. We propose a novel adequate condition via the fixed point theorem to achieve mean-square stability, and the obtained results also hold for real, complex and quaternion stochastic neural networks. Lastly, the effectiveness of the proposed criterion is illustrated with two numerical simulation examples.
引用
收藏
页数:11
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