DocumentCode :
2936069
Title :
Achieving high-accuracy distributed localization in sensor networks
Author :
Costa, Jose A. ; Patwari, Neal ; Hero, Alfred O., III
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Volume :
3
fYear :
2005
fDate :
18-23 March 2005
Abstract :
Accurate, distributed localization algorithms are needed for a wide variety of wireless sensor network applications. This paper introduces a scalable, distributed weighted-multidimensional scaling (dwMDS) algorithm that adaptively emphasizes the most accurate range measurements available and naturally accounts for communication constraints within the sensor network. For received signal-strength (RSS) based range measurements, we demonstrate via simulation that location estimates are nearly unbiased with variance close to the Cramer-Rao lower bound (CRB). Further, RSS and time-of-arrival (TOA) channel measurements are used to demonstrate performance as good as the centralized maximum-likelihood estimator (MLE) in a real-world sensor network.
Keywords :
adaptive signal processing; distance measurement; multidimensional signal processing; position measurement; time-of-arrival estimation; wireless sensor networks; Cramer-Rao lower bound; adaptive dwMDS algorithm; high-accuracy distributed localization; range measurement accuracy; received signal-strength based range measurements; scalable distributed weighted-multidimensional scaling; sensor network communication constraints; time-of-arrival channel measurements; unbiased location estimates; wireless sensor networks; Application software; Automatic control; Computerized monitoring; Coordinate measuring machines; Cost function; Energy efficiency; Intelligent networks; Maximum likelihood estimation; Routing; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8874-7
Type :
conf
DOI :
10.1109/ICASSP.2005.1415791
Filename :
1415791
Link To Document :
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