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
Link To Document :
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