Passivity analysis of delayed neural networks with discontinuous activations via differential inclusions

被引：0
|
作者：
Jian Xiao
Zhigang Zeng
Wenwen Shen
Ailong Wu
机构：
[1] Huazhong University of Science and Technology,Department of Control Science and Engineering
[2] Key Laboratory of Image Processing and Intelligent Control of Education Ministry of China,College of Mathematics and Statistics
[3] Hubei Normal University,undefined
来源：
Nonlinear Dynamics | 2013年 / 74卷
关键词：
Neural networks; Discontinuous activation; Passivity; Differential inclusion;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Without assuming the boundedness and monotonicity of neuron activations, we investigate passivity of delayed neural networks with discontinuous activations. Based on differential inclusion theory, sufficient conditions are established in form of linear matrix inequality by employing the generalized Lyapunov approach. In addition, a kind of control input is designed to stabilize neural network with activation functions having special form. Finally, some numerical examples are proposed to show the effectiveness of developed results.
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页码：213 / 225
页数：12
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