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机构地区:[1]长安大学理学院,西安710064
出 处:《工程数学学报》2015年第4期608-622,共15页Chinese Journal of Engineering Mathematics
基 金:The National Natural Science Foundation of China(11201038);the Youth Science and Technology Nova Program of Shaanxi Province(2014KJXX-55);the Special Fund for Basic Scientific Research of Central Colleges in Chang’an University(2013G2121017)
摘 要:本文致力于研究具有周期系数的脉冲时滞非自治细胞神经网络的全局指数稳定性.具体地,利用非线性测度方法和周期Halanay微分不等式,我们获得了该类神经网络的积分平均意义下的稳定性准则.我们的方法不要求激活函数的有界性和单调性,这意味着我们的稳定性准则和现有的某些结果相比受到的约束限制少,可以被应用到更一般的实际问题.此外,我们获得的稳定性准则是现有某些研究结果的推广和改进.最后,文中的例子说明了我们的方法是有效的,获得的结果是正确的.This paper investigates the global exponential stability of non-autonomous impul- sive and delayed cellular neural networks with periodic coefficients. Particularly, by means of the nonlinear measure method and periodic Halanay differential inequal- ity, we obtain an integral average criterion for global exponential st.ability of this class of neural networks. Our method does not require assumptions on bounded- ness and monotonicity of activation functions, which demonstrates that our derived cri-terion is less restrictive than some existing ones and can be applied to more gen- eral practical problems. Moreover, our stability criterion is the generalization and improvement of some existing ones. Finally(an example illustrates the effectiveness of our method and the correctness of our results.
关 键 词:全局指数稳定性 细胞神经网络 周期Halanay微分不等式 非线性测度
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