Quantized Sampled-Data Control for Exponential Stabilization of Delayed Complex-Valued Neural Networks

被引:4
|
作者
Wang, Xiaohong [1 ]
Wang, Zhen [1 ]
Xia, Jianwei [2 ]
Ma, Qian [3 ]
机构
[1] Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Peoples R China
[2] Liaocheng Univ, Sch Math Sci, Liaocheng 252059, Shandong, Peoples R China
[3] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Peoples R China
基金
美国国家科学基金会;
关键词
Complex-valued neural networks; Exponential stabilization; Looped functional; Linear matrix inequality (LMI); Time-varying delay; DYNAMICAL NETWORKS; SYSTEMS; SYNCHRONIZATION; STABILITY;
D O I
10.1007/s11063-020-10422-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses the problem of quantized sampled-data control for CVNNs with time-varying delay under the assumption that only quantized measurements are transmitted to the controller. Based on the discrete-time Lyapunov stability theory, reciprocally convex approach, a sector bound approach, and some estimation techniques, a reduced conservative stabilization criterion is obtained to guarantee the exponential stabilization of the considered CVNNs. The desired quantized sampled-data controller is designed via converting the complex-valued linear matrix inequality into real-valued ones. The effectiveness of the derived criteria are shown via an illustrative simulation example.
引用
收藏
页码:983 / 1000
页数:18
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