计算机科学
拓扑(电路)
马尔可夫链
国家(计算机科学)
无线传感器网络
网络拓扑
马尔可夫过程
计算机网络
分布式计算
数学
工程类
算法
电气工程
统计
机器学习
作者
Wei Qian,Di Lu,Simeng Guo,Yunji Zhao
标识
DOI:10.1109/tnnls.2022.3230978
摘要
This article deals with the distributed state estimation for mixed delays system under unknown attacks. A new multichannel random attack model is established for the first time, where network attacks are considered to exist in three channels: the target-to-sensor channel, the senor-to-sensor channel, and the sensor-to-estimator channel. In the above model, transmitted packets are allowed to be attacked multiple times simultaneously, and when they are successfully attacked, the transmitted information is modified. Besides, the topology of the sensor network is considered to change dynamically according to the Markov chain. Based on the newly established distributed estimation model, the estimation error system is proven to be asymptotically mean-square stable under a given H∞ antidisturbance index by using a Lyapunov theory and a stochastic analysis technique; then, the estimator parameter matrices are solved utilizing a linearization method. Finally, several simulation examples are listed to testify the effectiveness of the designed algorithm.
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