Indoor localization in wireless networks based on a two-modes Gaussian mixture model

IEEE Vehicular Technology Conference

Volumn , Issue , 2013, Pages

  Dieng, Ndeye Amy ^a,b   Charbit, Maurice ^a   Chaudet, Claude ^a   Toutain, Laurent ^b   Ben Meriem, Tayeb ^c  

^a INSTITUT TELECOM   (France)

^b UNIVERSITÉ EUROPÉENNE DE BRETAGNE   (France)

^c ORANGE LABS   (France)

Author keywords

Gaussian mixture model; Indoor localization; Maximum likelihood; Positioning; RSSI; Wireless networks

Indexed keywords

GAUSSIAN MIXTURE MODEL; INDOOR LOCALIZATION; LOCALIZATION ACCURACY; MAXIMUM LIKELIHOOD ESTIMATOR; OUTLIER MEASUREMENTS; POSITIONING; RSSI; SIGNAL ATTENUATION;

MAXIMUM LIKELIHOOD; MAXIMUM LIKELIHOOD ESTIMATION;

WIRELESS NETWORKS;

EID: 84893302907     PISSN: 15502252     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/VTCFall.2013.6692240     Document Type: Conference Paper

References (13)

1. Lauer, M., A Mixture Approach to Novelty Detection Using Training Data with Outliers, in 12th European Conference on Machine Learning (EMCL '01), London, UK, 2001.
2. Dieng, N. A., Charbit, M., Chaudet, C., Toutain, L., and Ben Meriem, T., A multi-path data exclusion model for rssi-based indoor localization, in 15th International Symposium on Wireless Personal Multimedia Communications, WPMC, 2012.
3. Gravier, G., Irisa technical report.
4. Dempster, A. P., Laird, N. M., and Rubin, D. B., Journal of the Royal Statistical Society, Series B 39 (1977) 1.
5. Benbadis, F. et al., Jumps: Enhancing hop-count positioning in sensor networks using multiple coordinates, 2006.
6. Alippi, C., Mottarella, A., and Vanini, G., A RF map-based localization algorithm for indoor environments, in International Symposium on Circuits and Systems (ISCAS 2005), Kobe, Japan, 2005.
7. Bahl, P. and Padmanabhan, V. N., RADAR: An in-building RF-based user location and tracking system, in 19th Annual Joint Conference of the IEEE Computer and Communications Societies (Infocom 2000), Tel Aviv, Israel, 2000.
8. Elnahrawy, E., Li, X., and Martin, R. P., The limits of localization using signal strength: A comparative study, in First Annual IEEE Conference on Sensor and Ad-hoc Communications and Networks, 2004.
9. Jiang, J.-R., Chih-Ming, L., Lin, F.-Y., and Shing-Tsaan, H., ALRD: AoA Localization with RSSI Differences of Directional Antennas for Wireless Sensor Networks, in International Conference on Information Society (i-Society), 2012.
10. Kotwal, S. B., Verma, S., and Abrol, R. K., International Journal of Computer Applications 50 (2012).
11. Honary, M., Mihaylova, L., and Xydeas, C., The Open Transportation Journal 6 (2012) 31.
12. Goswami, A., Ortiz, L. E., and Das, S. R., WiGEM: A learning-based approach for indoor localization, in ACM CoNEXT, 2011.
13. Caballero, F., Merino, L., and Ollero, A., A general gaussian-mixture approach for range-only mapping using multiple hypotheses, in IEEE International Conference on Robotics and Automation (ICRA), 2010.