Iterative Distributed Outlier Detection for Wireless Sensor Networks: Equilibrium and Convergence Analysis

被引：0
|
作者：
Li, Wenjie [1 ]
Bassi, Francesca [1 ,2 ]
Dardari, Davide [3 ]
Kieffer, Michel [1 ,4 ,5 ]
Pasolini, Gianni [3 ]
机构：
[1] Univ Paris 11, Signaux & Syst Lab, UMR CNRS 8506, CNRS,Cent Supelec, 3 Rue Joliot Curie, F-91192 Gif Sur Yvette, France
[2] ESME Sudria, F-94200 Ivry, France
[3] Univ Bologna, CNIT, DEI, I-40126 Bologna, Italy
[4] LTCI Telecom ParisTech, F-75013 Paris, France
[5] Inst Univ France, F-75005 Paris, France
来源：
2015 54TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2015年
关键词：
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper analyzes a distributed outlier detection mechanism for wireless sensor networks. Outliers are data produced by sensors which are corrupted in a way that cannot simply be explained by the effects of the measurement noise. The outlier detection mechanism assumes some generic test to be available, which is only able to determine whether a set of data contains outliers, without being able to determine which data are outliers. The focus of this paper is on the equilibrium and stability analysis of the proposed iterative distributed outlier detection mechanism. Some sufficient conditions to be satisfied by the generic outlier detection test are established. Simulation results are then provided for an outlier model.
引用
收藏
页码：3050 / 3056
页数：7
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