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.
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页数:11
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