Exponential Stability of Matrix-Valued BAM Neural Networks with Time-Varying Delays

被引:0
|
作者
Popa, Calin-Adrian [1 ]
机构
[1] Polytech Univ Timisoara, Dept Comp & Software Engn, Blvd V Parvan 2, Timisoara 300223, Romania
关键词
Matrix-valued BAM neural networks; Exponential stability; Linear matrix inequality; Time-varying delays;
D O I
10.1007/978-3-319-70090-8_72
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Matrix-valued BAM neural networks are a generalization of real-valued BAM neural networks, for which the states, weights, and outputs are square matrices. This paper gives a sufficient criterion expressed in terms of linear matrix inequalities, for which the equilibrium point of these networks with time-varying delays is exponentially stable. A numerical example is provided to demonstrate the effectiveness of the proposed criterion.
引用
收藏
页码:718 / 727
页数:10
相关论文
共 50 条
  • [21] Exponential stability analysis for neutral BAM neural networks with time-varying delays and stochastic disturbances
    Bo Chen
    Li Yu
    Wen’an Zhang
    Journal of Control Theory and Applications, 2012, 10 (1): : 92 - 99
  • [22] Global exponential stability for neutral-type BAM neural networks with time-varying delays
    Balasubramaniam, P.
    Rakkiyappan, R.
    INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2010, 87 (09) : 2064 - 2075
  • [23] Exponential Stability of Periodic Solution of Impulsive Fuzzy BAM Neural Networks with Time-varying Delays
    Huang, Tingwen
    Huang, Hui
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 869 - 873
  • [24] Delay-Dependent Exponential Stability Criterion for BAM Neural Networks with Time-Varying Delays
    Wei-Wei Su and Yi-Ming Chen College of Science
    Journal of Electronic Science and Technology of China, 2008, (01) : 66 - 69
  • [25] Global exponential stability of BAM neural networks with time-varying delays: The discrete-time case
    Raja, R.
    Anthoni, S. Marshal
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2011, 16 (02) : 613 - 622
  • [26] Further results on exponential stability of discrete-time BAM neural networks with time-varying delays
    Shu, Yanjun
    Liu, Xinge
    Wang, Fengxian
    Qiu, Saibing
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2017, 40 (11) : 4014 - 4027
  • [27] Exponential stability of a class of complex-valued neural networks with time-varying delays
    Pan, Jie
    Liu, Xinzhi
    Xie, Weichau
    NEUROCOMPUTING, 2015, 164 : 293 - 299
  • [28] Exponential Stability Analysis for Discrete-Time Stochastic BAM Neural Networks with Time-Varying Delays
    Qin, Tiheng
    Pan, Quanxiang
    Chen, Yonggang
    ADVANCES IN NEURAL NETWORKS - ISNN 2010, PT 1, PROCEEDINGS, 2010, 6063 : 659 - +
  • [29] Global exponential stability for quaternion-valued neural networks with time-varying delays by matrix measure method
    Chen, Yifeng
    Shi, Yanchao
    Guo, Jun
    Cai, Jingling
    COMPUTATIONAL & APPLIED MATHEMATICS, 2025, 44 (01):
  • [30] Global exponential stability of fuzzy BAM neural networks with distributed delays and time-varying delays in the leakage terms
    Duan, Lian
    Huang, Lihong
    NEURAL COMPUTING & APPLICATIONS, 2013, 23 : S171 - S178