Almost sure synchronization criteria of neutral-type neural networks with Levy noise and sampled-data loss via event-triggered control

Cui Kaiyan; Lu Junwei; Li Chenlong; He Zhang; Chu Yu-Ming

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Almost sure synchronization criteria of neutral-type neural networks with Levy noise and sampled-data loss via event-triggered control

机译：通过事件触发控制的具有Levy噪声和采样数据丢失的中立型神经网络的几乎同步准则

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This paper addresses the synchronization problem for neutral-type neural networks with Levy noise and sampled-data loss. An event-triggered control scheme is employed to overcome occasional sampled-data loss and solve the synchronization problem, which is a sampling controller with selection mechanism. Under the scheme, the sampled data is not transmitted to plant unless a predetermined threshold condition is violated. The Lyapunov method and linear matrix inequality technique are employed to analyze almost sure stability of synchronization error system. Finally, the numerical example shows the effectiveness of the derived results. (C) 2018 Elsevier B.V. All rights reserved.

机译：本文解决了具有Levy噪声和采样数据丢失的中立型神经网络的同步问题。采用事件触发的控制方案来克服偶然的采样数据丢失并解决同步问题，这是一种具有选择机制的采样控制器。在该方案下，除非违反预定的阈值条件，否则采样的数据不会发送到工厂。采用李雅普诺夫方法和线性矩阵不等式技术分析同步误差系统的几乎确定的稳定性。最后，数值算例表明了所得结果的有效性。（C）2018 Elsevier B.V.保留所有权利。

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来源
《Neurocomputing》 |2019年第24期|113-120|共8页
作者
Cui Kaiyan; Lu Junwei; Li Chenlong; He Zhang; Chu Yu-Ming;
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作者单位

Tianjin Univ, Sch Math, Tianjin 300354, Peoples R China;

Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210042, Jiangsu, Peoples R China;

Tianjin Univ, Sch Math, Tianjin 300354, Peoples R China;

Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China;

Huzhou Teachers Coll, Sch Sci, Huzhou 313000, Zhejiang, Peoples R China;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Neutral-type neural networks; Sampled-data loss; Event-triggered scheme; Sampled-data control;

机译：中立型神经网络采样数据丢失事件触发方案采样数据控制;

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1. New criteria on event-triggered cluster synchronization of neutral-type neural networks with Levy noise and non-Lipschitz condition [J] . Neurocomputing . 2020,第Apra7期

机译：具有Levy噪声和非Lipschitz条件的中立型神经网络的事件触发簇同步的新准则
2. Synchronization control of neutral-type neural networks with sampled-data via adaptive event-triggered communication scheme [J] . Zhang He, Ma Qian, Lu Junwei, Journal of the Franklin Institute . 2021,第3期

机译：通过自适应事件触发通信方案对中立神经网络与采样数据的同步控制
3. Exponential Synchronization of Stochastic Neural Networks with Time-Varying Delays and Levy Noises via Event-Triggered Control [J] . Lu Danni, Tong Dongbing, Chen Qiaoyu, Neural processing letters . 2021,第3期

机译：随机神经网络与时变延迟和征收噪声的指数同步通过事件触发控制
4. Stochastic synchronization of multi-delays neutral-type neural networks with Markovian switching and Brownian noise [C] . Yang Xueqing, Zhou Wuneng, Yang Jun, Chinese Control and Decision Conference . 2015

机译：具有马尔可夫切换和布朗噪声的多时滞中立型神经网络的随机同步
5. Robust Networks: Neural Networks Robust to Quantization Noise and Analog Computation Noise Based on Natural Gradient [D] . Kadambi, Pradyumna . 2019

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6. Synchronization of generalized reaction-diffusion neural networks with time-varying delays based on general integral inequalities and sampled-data control approach [O] . S. Dharani, R. Rakkiyappan, Jinde Cao, 2017

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7. Sampling-Based Event-Triggered Control for Neutral-Type Complex-Valued Neural Networks with Partly Unknown Markov Jump and Time-Varying Delay [O] . Zhen Wang, Lianglin Xiong, Haiyang Zhang, 2021

机译：基于采样的事件触发控制中型复合性神经网络，部分未知的马尔可夫跳跃和时变延迟

Almost sure synchronization criteria of neutral-type neural networks with Levy noise and sampled-data loss via event-triggered control

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