Title :
Spatio-temporal correlation based outlier detection algorithm in sensor network
Author :
Wang, Min ; Wu, Zhongbo
Author_Institution :
Sch. of Math. & Comput. Sci., Xiangfan Univ., Xiangfan, China
Abstract :
Sensor nodes are prone to produce faulty sample data because of poor quality and harsh environment. In this paper we put forward STCOD algorithm which uses spatial and temporal correlations between sensor nodes to distinguish faulty sample data from outlier data. STCOD algorithm includes three child algorithms which are outlier self-detection algorithm, neighbor-voting algorithm and outlier confirming algorithm. Experiments show that STCOD outperforms majority voting algorithm.
Keywords :
spatiotemporal phenomena; wireless sensor networks; neighbor-voting algorithm; outlier detection algorithm; self-detection algorithm; sensor nodes; spatio-temporal correlation; wireless sensor network; Batteries; Computer networks; Computer science; Detection algorithms; Filters; Mathematics; Monitoring; Voting; Wireless communication; Wireless sensor networks; outlier detection; sensor network; sliding window; spatio-temporal ccorrelation;
Conference_Titel :
Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5585-0
Electronic_ISBN :
978-1-4244-5586-7
DOI :
10.1109/ICCAE.2010.5451639