State estimation for neural networks with time-varying delays in the leakage terms

Chong Jiang; Dexin Zou

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State estimation for neural networks with time-varying delays in the leakage terms

机译：泄漏条款时代延迟的神经网络的状态估计

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The paper is concerned with state estimation for neural networks with time-varying delay in the leakage terms. By constructing an appropriate Lyapunov-Krasovskii functional with double integral terms, and using free-weighting matrix technique and Jensen's inequality approach, new globally asymptotic stability criteria are established. The stability criteria depend on the upper bounds of the transmission discrete time-varying delay, leakage delay as well as their derivation. The presented results can be efficiently solved by resorting to Matlab LMI Toolbox. An example is included to show the effectiveness of the proposed criteria.

机译：本文关注神经网络的状态估计，泄漏术语的时变延迟。通过用双积分术语构建适当的Lyapunov-Krasovskii功能，并使用自由加权矩阵技术和Jensen的不等式方法，建立了新的全局渐近稳定性标准。稳定标准取决于传输离散的时变延迟，泄漏延迟以及它们的推导的上限。通过借助Matlab LMI工具箱，可以有效地解决所呈现的结果。包括一个示例以显示所提出的标准的有效性。

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《International journal of system control and information processing》 |2018年第4期|共12页
作者
Chong Jiang; Dexin Zou;
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作者单位

Sport Education Department Nanjing Sport Institute Nanjing;

Sport Education Department Nanjing Sport Institute Nanjing;

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原文格式 PDF
正文语种 eng
中图分类自动化系统;
关键词
neural networks; leakage delay; state estimation; time-varying delay; LMI; linear matrix inequality;

机译：神经网络;泄漏延迟;状态估计;时变延迟;LMI;线性矩阵不等式;

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2. Anti-periodic Solutions for A Shunting Inhibitory Cellular Neural Networks with Distributed Delays and Time-varying Delays in the Leakage Terms [J] . CHANGJIN XU, QIMING ZHANG WSEAS Transactions on Mathematics . 2014,第Pta2期

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4. New passivity criteria for discrete-time neural networks with leakage and time-varying delays [C] . Wei Kang, Shouming Zhong, Yunli Hao International Conference on Frontiers of Manufacturing Science and Measuring Technology . 2017

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5. Exponential Stability of Intrinsically Stable Dynamical Networks and Switched Networks with Time-Varying Time Delays [D] . Reber, David Patrick. 2019

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6. The stability of memristive multidirectional associative memory neural networks with time-varying delays in the leakage terms via sampled-data control [O] . Weiping Wang, Xin Yu, Xiong Luo, 2012

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7. State Estimation for Neural Networks with Leakage Delay and Time-Varying Delays [O] . Jing Liang, Zengshun Chen, Qiankun Song 2013

机译：具有泄漏延迟和时变延迟的神经网络的状态估计

State estimation for neural networks with time-varying delays in the leakage terms

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