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
相关论文
共 50 条
  • [31] Exponential Stability Analysis of Cohen-Grossberg Neural Networks with Time-varying Delays
    Yimin MENG Lihong HUANG Zhaohui YUAN College of Mathematics and Econometrics Hunan University Changsha Hunan China
    Acta Mathematicae Applicatae Sinica(English Series), 2012, 28 (01) : 181 - 192
  • [32] GLOBAL EXPONENTIAL STABILITY OF COHEN-GROSSBERG NEURAL NETWORKS WITH TIME-VARYING DELAYS
    Wang, Xiaohui
    Li, Xumeng
    Zhou, Wenxin
    ITALIAN JOURNAL OF PURE AND APPLIED MATHEMATICS, 2018, (40): : 126 - 140
  • [33] Exponential stability analysis of Cohen-Grossberg neural networks with time-varying delays
    Meng, Yi-min
    Huang, Li-hong
    Yuan, Zhao-hui
    ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2012, 28 (01): : 181 - 192
  • [35] Multiple μ-stability of complex-valued Cohen-Grossberg neural networks with unbounded time-varying delays
    Liu, Yunfeng
    Tan, Manchun
    Xu, Desheng
    DATA SCIENCE AND KNOWLEDGE ENGINEERING FOR SENSING DECISION SUPPORT, 2018, 11 : 914 - 921
  • [36] Exponential stability analysis of Cohen-Grossberg neural networks with time-varying delays
    Yi-min Meng
    Li-hong Huang
    Zhao-hui Yuan
    Acta Mathematicae Applicatae Sinica, English Series, 2012, 28 : 181 - 192
  • [37] Stability Analysis of Stochastic Reaction-Diffusion Cohen-Grossberg Neural Networks with Time-Varying Delays
    Huang, Chuangxia
    Yang, Xinsong
    He, Yigang
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2009, 2009
  • [38] Mean Square Exponential Stability of Stochastic Cohen-Grossberg Neural Networks with Unbounded Distributed Delays
    Huang, Chuangxia
    Huang, Lehua
    He, Yigang
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2010, 2010
  • [39] A Note on "pth Moment Exponential Stability of Stochastic Cohen-Grossberg Neural Networks with Time-varying Delays"
    Huang, Chuangxia
    He, Yigang
    2008 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTING SCIENCE AND AUTOMATIC CONTROL (CCE 2008), 2008, : 6 - +
  • [40] Exponential stability for stochastic Cohen-Grossberg BAM neural networks with discrete and distributed time-varying delays
    Du, Yuanhua
    Zhong, Shouming
    Zhou, Nan
    Shi, Kaibo
    Cheng, Jun
    Neurocomputing, 2014, 127 : 144 - 151