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Issue:
Global Synchronization of Complex-Valued Neural Networks With Leakage Time Delays
Author(s):
YAN Huan
,
ZHAO Zhen-jiang
,
SONG Qian-kun
Pages:
832
-
841
Year:
2016
Issue:
8
Journal:
Applied Mathematics and Mechanics
Keyword:
complex-valued neural network
;
leakage time delay
;
drive-response synchronization
;
complex-valued linear matrix inequality
;
global synchronization
;
Abstract:
研究了一类具有泄漏时滞的复值神经网络的全局同步性问题.在不要求激励函数可分离为实部函数和虚部函数的条件下,通过构造合适的Lyapunov-Krasovskii泛函,并运用驱动-响应同步方法、自由权矩阵方法和矩阵不等式技巧,获得了具有泄漏时滞的复值神经网络全局同步性的充分条件和同步控制器设计方法.给出的判据是由复值线性矩阵不等式表示的,易于MATLAB软件的YALMIP Toolbox实现.数值仿真实例验证了获得结果的有效性.
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