Title :
A Distributed Algorithm for Level Set Estimation Using Uncoordinated Mobile Sensors
Author :
Gupta, Gagan ; Ramanathan, Parmesh
Author_Institution :
Univ. of Wisconsin, Madison
Abstract :
We develop a level set estimation algorithm for a novel low cost sensor network architecture, where sensors are mounted on agents moving without an explicit objective of sensing. A level set in a planar scalar field is the set of points with field values greater than or equal to a specified threshold. The distributed algorithm uses opportunistic information exchange to estimate level set boundaries locally at nodes selected using leader election. Such estimates are aggregated at the base station. Effectiveness of the proposed scheme is evaluated using simulations with data from both synthetic and measured fields. Random way point mobility model is used for node motion and accuracy and trade off of coverage with communication costs is studied.
Keywords :
distributed algorithms; electronic data interchange; estimation theory; mobile communication; random processes; wireless sensor networks; communication cost; distributed algorithm; information exchange; level set estimation; random way point mobility model; uncoordinated mobile sensors; Collaboration; Costs; Distributed algorithms; Level set; Mean square error methods; Mobile computing; Monitoring; Motion measurement; Pollution measurement; Sampling methods;
Conference_Titel :
Global Telecommunications Conference, 2007. GLOBECOM '07. IEEE
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4244-1042-2
Electronic_ISBN :
978-1-4244-1043-9
DOI :
10.1109/GLOCOM.2007.227