• DocumentCode
    2160420
  • 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
  • Volume
    4
  • fYear
    2010
  • fDate
    26-28 Feb. 2010
  • Firstpage
    424
  • Lastpage
    427
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • 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
  • Type

    conf

  • DOI
    10.1109/ICCAE.2010.5451639
  • Filename
    5451639