• DocumentCode
    2391723
  • Title

    Distributed Detection for Landslide Prediction using Wireless Sensor Network

  • Author

    Mehta, Prakshep ; Chander, Deepthi ; Shahim, Mohamed ; Tejaswi, Kalyana ; Merchant, S.N. ; Desai, U.B.

  • Author_Institution
    Indian Inst. of Technol. Bombay, Mumbai
  • fYear
    2007
  • fDate
    2-6 July 2007
  • Firstpage
    195
  • Lastpage
    198
  • Abstract
    In this paper we propose a wireless sensor network (WSN) architecture for landslide prediction in the rocky mountain regions of the Konkan Railways. The overall scheme has two major components: (i) Wear leveled, fault tolerant energy efficient routing protocol and (ii) distributed decision on the occurrence or non-occurrence of landslide. In this paper our focus is on statistical modeling of the landslide strain data and subsequent distributed decision algorithm. We simulate pressure variation on rock samples in a testbed at NT-Bombay and measure the corresponding strain. This strain data is modeled using variable mean Gaussian process (VMGP). We examine different distributed decision algorithms and find that the distributed scalar based detection (DSBD) gives as good results as the centralized detection (CD) scheme with respect to probability of missed detection, probability of false alarm, with lesser energy consumption at nodes. Receiver operating characteristic (ROC) curves are presented to compare the relative performance of different schemes. Simulation of CD scheme was also done on a simple mica2 testbed.
  • Keywords
    Gaussian processes; distributed algorithms; distributed decision making; geophysics computing; probability; routing protocols; statistical analysis; wireless sensor networks; NT-Bombay; centralized detection; distributed decision algorithm; distributed detection; distributed scalar based detection; fault tolerant energy efficient routing protocol; landslide prediction; landslide strain data; probability; receiver operating characteristic curves; rocky mountain regions; statistical modeling; variable mean Gaussian process; wireless sensor network architecture; Capacitive sensors; Energy efficiency; Fault tolerance; Pressure measurement; Rail transportation; Routing protocols; Strain measurement; Terrain factors; Testing; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Global Information Infrastructure Symposium, 2007. GIIS 2007. First International
  • Conference_Location
    Marrakech
  • Print_ISBN
    978-1-4244-1375-1
  • Electronic_ISBN
    978-1-4244-1376-8
  • Type

    conf

  • DOI
    10.1109/GIIS.2007.4404190
  • Filename
    4404190