Title :
Distributed AOA-based source positioning in NLOS with sensor networks
Author :
Gimenez-Febrer, Pere ; Pages-Zamora, Alba ; Silva Pereira, Silvana ; Lopez-Valcarce, Roberto
Author_Institution :
SPCOM Group, Univ. Politec. de Catalunya-Barcelona Tech, Barcelona, Spain
Abstract :
This paper focuses on the problem of positioning a source using angle-of-arrival measurements taken by a wireless sensor network in which some of the nodes experience non line-of-sight (LOS) propagation conditions. In order to mitigate the errors induced by the nodes in NLOS, we derive an algorithm that combines the expectation-maximization algorithm with a weighted least-squares estimation of the source position so that the nodes in NLOS are eventually identified and discarded. Moreover, a distributed version of this algorithm based on a diffusion strategy that iteratively refines the position estimate while driving the network to a consensus is presented.
Keywords :
direction-of-arrival estimation; expectation-maximisation algorithm; least mean squares methods; sensor placement; wireless sensor networks; NLOS propagation; angle-of-arrival measurement; diffusion strategy; distributed AOA-based source positioning; expectation-maximization algorithm; nonline-of-sight; position estimation; weighted least square estimation; wireless sensor network; Distributed algorithms; Estimation; Indexes; Position measurement; Signal processing algorithms; Wireless communication; Wireless sensor networks; AOA; NLOS; distributed estimation; positioning; sensor networks;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178561