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Bayesian-based localization in inhomogeneous transmission media:Proceedings of the 2013 Research in Adaptive and Convergent Systems, RACS 2013

Authors :
Nadimi, E. S.
Blanes-Vidal, V.
Johansen, P. M.
Source :
Nadimi, E S, Blanes-Vidal, V & Johansen, P M 2013, Bayesian-based localization in inhomogeneous transmission media : Proceedings of the 2013 Research in Adaptive and Convergent Systems, RACS 2013 . in Proceedings of the 2013 Research in Adaptive and Convergent Systems, RACS 2013 . Association for Computing Machinery, pp. 226-231, Research in Adaptive and Convergent Systems, Montreal, Canada, 01/10/2013 . https://doi.org/10.1145/2513228.2513291
Publication Year :
2013
Publisher :
Association for Computing Machinery, 2013.

Abstract

In this paper, we propose a novel robust probabilistic approach based on the Bayesian inference using received-signal-strength (RSS) measurements with varying path-loss exponent. We derived the probability density function (pdf) of the distance between any two sensors in the network with heterogeneous transmission medium as a function of the given RSS measurements and the characteristics of the heterogeneous medium. The results of this study show that the localization mean square error (MSE) of the Bayesian-based method outperformed all other existing localization approaches. © 2013 ACM. In this paper, we propose a novel robust probabilistic approach based on the Bayesian inference using received-signal-strength (RSS) measurements with varying path-loss exponent. We derived the probability density function (pdf) of the distance between any two sensors in the network with heterogeneous transmission medium as a function of the given RSS measurements and the characteristics of the heterogeneous medium. The results of this study show that the localization mean square error (MSE) of the Bayesian-based method outperformed all other existing localization approaches.

Details

Language :
English
Database :
OpenAIRE
Journal :
Nadimi, E S, Blanes-Vidal, V & Johansen, P M 2013, Bayesian-based localization in inhomogeneous transmission media : Proceedings of the 2013 Research in Adaptive and Convergent Systems, RACS 2013 . in Proceedings of the 2013 Research in Adaptive and Convergent Systems, RACS 2013 . Association for Computing Machinery, pp. 226-231, Research in Adaptive and Convergent Systems, Montreal, Canada, 01/10/2013 . https://doi.org/10.1145/2513228.2513291
Accession number :
edsair.od......3062..4da2b323e4654c6afd71a1307c70c01e
Full Text :
https://doi.org/10.1145/2513228.2513291