TY - GEN
T1 - Channel aware target localization in wireless sensor networks
AU - Ozdemir, Onur
AU - Niu, Ruixin
AU - Varshney, Pramod K.
PY - 2007
Y1 - 2007
N2 - In this paper, we propose a new maximum-likelihood (ML) target location estimator which uses quantized sensor data and wireless channel statistics in a wireless sensor network. The novelty of our approach comes from the fact that imperfect channel statistics between wireless sensors and the fusion center are incorporated in the localization algorithm. We call this approach "channel-aware target localization". Furthermore, we derive the Cramer-Rao lower bound as a performance bound for our channel-aware ML estimator. Simulation results are presented to show that the performance of the channel-aware ML location estimator is quite close to its theoretical performance bound even with relatively small number of sensors and it has superior performance compared to that of the channel-unaware ML estimator.
AB - In this paper, we propose a new maximum-likelihood (ML) target location estimator which uses quantized sensor data and wireless channel statistics in a wireless sensor network. The novelty of our approach comes from the fact that imperfect channel statistics between wireless sensors and the fusion center are incorporated in the localization algorithm. We call this approach "channel-aware target localization". Furthermore, we derive the Cramer-Rao lower bound as a performance bound for our channel-aware ML estimator. Simulation results are presented to show that the performance of the channel-aware ML location estimator is quite close to its theoretical performance bound even with relatively small number of sensors and it has superior performance compared to that of the channel-unaware ML estimator.
KW - Cramer-Rao lower bound
KW - Imperfect communication channels
KW - Target localization
KW - Wireless sensor networks
UR - http://www.scopus.com/inward/record.url?scp=50149097273&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=50149097273&partnerID=8YFLogxK
U2 - 10.1109/ICIF.2007.4408075
DO - 10.1109/ICIF.2007.4408075
M3 - Conference contribution
AN - SCOPUS:50149097273
SN - 0662478304
SN - 9780662478300
T3 - FUSION 2007 - 2007 10th International Conference on Information Fusion
BT - FUSION 2007 - 2007 10th International Conference on Information Fusion
T2 - FUSION 2007 - 2007 10th International Conference on Information Fusion
Y2 - 9 July 2007 through 12 July 2007
ER -