DocumentCode :
1891826
Title :
An energy efficient iterative method for source localization in wireless sensor networks
Author :
Masazade, Engin ; Niu, Ruixin ; Varshney, Pramod K. ; Keskinoz, Mehmet
Author_Institution :
Fac. of Eng. & Natural Sci., Sabanci Univ., Istanbul
fYear :
2009
fDate :
18-20 March 2009
Firstpage :
623
Lastpage :
628
Abstract :
In this paper, we study the source localization problem in wireless sensor networks. Sensors transmit their quantized signal amplitude measurements to the fusion center and source location is estimated based on these quantized measurements. In this paper, we propose an energy efficient iterative localization scheme, where the algorithm starts with a coarse location estimate obtained from a set of anchor sensors. At each consecutive iteration, some of the non anchor sensors are activated which minimize the Posterior Cramer Rao Lower Bound (PCRLB). Then, using the available information received at previous iterations as side information, the quantized data of each activated sensor is further compressed to conserve energy using distributed data compression techniques prior to transmission to the fusion center. Simulation results show that the proposed iterative method achieves the same estimation performance as when all the sensors transmit their quantized data to the fusion center within a few iterations, while at the same time significantly reducing the communication requirements resulting in energy savings.
Keywords :
data compression; iterative methods; radio direction-finding; wireless sensor networks; Posterior Cramer Rao Lower Bound minimisation; anchor sensor; distributed data compression techniques; energy efficient iterative localization scheme; energy efficient iterative method; source localization scheme; wireless sensor network; Acoustic measurements; Acoustic sensors; Energy efficiency; Iterative algorithms; Iterative methods; Maximum likelihood estimation; Position measurement; Power engineering and energy; Sensor fusion; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Sciences and Systems, 2009. CISS 2009. 43rd Annual Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4244-2733-8
Electronic_ISBN :
978-1-4244-2734-5
Type :
conf
DOI :
10.1109/CISS.2009.5054794
Filename :
5054794
Link To Document :
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