作者
Wenjie Li, Francesca Bassi, Davide Dardari, Michel Kieffer, Gianni Pasolini
发表日期
2016/3
期刊
IEEE transactions on Signal and Information Processing over Networks
卷号
2
期号
1
页码范围
29-48
出版商
IEEE
简介
The behavior of a wireless sensor network dedicated to distributed estimation tasks may be significantly altered by the presence of nodes whose sensors are defective and produce erroneous measurements. This paper proposes and analyzes the performance of two distributed algorithms to help each node in determining whether it is equipped with a defective sensor. A node first collects data from its neighborhood, processes them to decide, using some generic local outlier detection test, whether these data contain outliers and broadcasts the result. Then, it determines the status of its own sensor using its result and those received from neighboring nodes. A single-decision and an iterative algorithm for defective sensor detection are proposed. Bounds on the performance of the single-decision algorithm are derived. A theoretical analysis of the probability of error and of the equilibrium of the iterative algorithm is …
引用总数
2016201720182019202020212022202347551222
学术搜索中的文章
W Li, F Bassi, D Dardari, M Kieffer, G Pasolini - IEEE transactions on Signal and Information …, 2016