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Distributed consensus estimation for diffusion systems with missing measurements over sensor networks

机译:传感器网络上缺少测量值的扩散系统的分布式共识估计

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摘要

In this paper, the problem of distributed consensus estimation with randomly missing measurements is investigated for a diffusion system over the sensor network. A random variable, the probability of which is known a priori, is used to model the randomly missing phenomena for each sensor. The aim of the addressed estimation problem is to design distributed consensus estimators depending on the neighbouring information such that, for all random measurement missing, the estimation error systems are guaranteed to be globally asymptotically stable in the mean square. By using Lyapunov functional method and the stochastic analysis approach, the sufficient conditions are derived for the convergence of the estimation error systems. Finally, a numerical example is given to demonstrate the effectiveness of the proposed distributed consensus estimator design scheme.
机译:在本文中,针对传感器网络上的扩散系统,研究了随机丢失测量值的分布式共识估计问题。先验已知其概率的随机变量用于为每个传感器的随机缺失现象建模。解决的估计问题的目的是根据邻近信息设计分布式共识估计器,以便对于所有丢失的随机测量,保证估计误差系统在均方根上全局渐近稳定。利用Lyapunov泛函方法和随机分析方法,推导了估计误差系统收敛的充分条件。最后,给出了一个数值例子来说明所提出的分布式共识估计器设计方案的有效性。

著录项

  • 来源
    《International journal of systems science》 |2016年第12期|2753-2761|共9页
  • 作者单位

    Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi, Peoples R China|Jiangnan Univ, Sch IoT Engn, Wuxi, Peoples R China|Jiangnan Univ, Sch Sci, Wuxi, Peoples R China;

    Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi, Peoples R China|Jiangnan Univ, Sch IoT Engn, Wuxi, Peoples R China;

    Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi, Peoples R China|Jiangnan Univ, Sch IoT Engn, Wuxi, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    distributed consensus estimation; sensor networks; missing measurements; diffusion system;

    机译:分布式共识估计;传感器网络;缺失测量;扩散系统;

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