An exponential-rayleigh model for RSS-based device-free localization and tracking

IEEE Transactions on Mobile Computing

Volumn 14, Issue 3, 2015, Pages 484-494

  Guo, Yao ^a   Huang, Kaide ^a   Jiang, Nanyong ^a   Guo, Xuemei ^a   Li, Youfu ^b   Wang, Guoli ^a  

^a SUN YAT SEN UNIVERSITY   (China)

^b CITY UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

Device free localization and tracking; multipath interference; particle filters; RSS model; wireless sensor networks

Indexed keywords

DISTRIBUTED COMPUTER SYSTEMS; MONTE CARLO METHODS; MULTIPATH PROPAGATION; RSS; SIGNAL FILTERING AND PREDICTION; SIGNAL INTERFERENCE; WIRELESS SENSOR NETWORKS;

DEVICE-FREE LOCALIZATIONS; EXPONENTIAL ATTENUATION; MULTI-PATH COMPONENTS; MULTI-PATH INTERFERENCE; PARTICLE FILTER; RAYLEIGH MODELS; RECEIVED SIGNAL STRENGTH; TECHNICAL DIFFICULTIES;

TARGET TRACKING;

EID: 84922875264     PISSN: 15361233     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMC.2014.2329007     Document Type: Article

References (25)

1. th Annu. ACM Int. Conf. Mobile Comput. Netw., 2007, pp. 222-229.
2. S. S. Ram, Y. Li, A. Lin, and H. Ling, "Human tracking using doppler processing and spatial beamforming," in Proc. IEEE Radar Conf., 2007, pp. 546-551.
3. th DAGM Symp. Pattern Recognit., 2002, pp. 353-360.
4. X. Mao, S. Tang, J. Wang, and X. Y. Li, "iLight: Device-free passive tracking using wireless sensor networks," IEEE Sensors J., vol. 13, no. 10, pp. 3785-3792, Oct. 2013.
5. X. M. Luo, B. H. Shen, X. M. Guo, G. C. Luo, and G. L. Wang, "Human tracking using ceiling pyroelectric infrared sensors," in Proc. IEEE Int. Conf. Control Autom., Dec. 2009, pp. 1716-1721.
6. th Int. Conf. Parallel Distrib. Syst., Dec. 2010, pp. 652-657.
7. th Annu. Int. Conf. Pervasive Comput. Commun., Mar. 2007, pp. 135-144.
8. N. Patwari and J. Wilson, "RF sensor networks for device-free localization: Measurements, models, and algorithms," in Proc. IEEE, vol. 98, no. 11, pp. 1961-1973, Nov. 2010.
9. X. R. Li, "RSS-based location estimation with unknown pathloss model," IEEE Trans. Wireless Commun., vol. 5, no. 12, pp. 3626-3633, Dec. 2006.
10. J. Wilson and N. Patwari, "Radio tomographic imaging with wireless networks," IEEE Trans.Mobile Comput., vol. 9, no. 5, pp. 621-632, Jan. 2010.
11. J. Wilson and N. Patwari, "See through walls: Motion tracking using variance-based radio tomography networks," IEEE Trans. Mobile Comput., vol. 10, no. 5, pp. 612-621, May 2011.
12. X. Chen, A. Edelstein, Y. P. Li, M. Coates, M. Rabbat, and M. Aidong, "Sequential Monte Carlo for simultaneous passive devicefree tracking and sensor localization using received signal strength measurements," in Proc. Int. Conf. Inf. Process. Sens. Netw., Apr. 2011, pp. 342-353.
13. th Int. Conf. Inf. Fusion, Jul. 2011, pp. 1-8.
14. S. Nannuru, Y. Li, Y. Zeng, and M. Coates, "Radio frequency tomography for passive indoor multi-target tracking," IEEE Trans. Mobile Comput., vol. 12, no. 12, pp. 2322-2333, Dec. 2013.
15. th Int. Conf. Intell. Control Inf. Process., Jun. 2013, pp. 108-113.
16. J. Wilson and N. Patwari, "A fade-level skew-Laplace signal strength model for device-free localization with wireless networks," IEEE Trans. Mobile Comput., vol. 11, no. 6, pp. 947-958, Jun. 2012.
17. O. Kaltiokallio, M. Bocca, and N. Patwari, "A multi-scale spatial model for RSS-based device-free localization," arXiv preprint arXiv:1302.5914.
18. Y. Bar-Shalom, X. R. Li, and T. Kirubarajan, Estimation with Application to Tracking and Navigation. New York, NY, USA: Wiley, 2001.
19. N. Patwari and J. Wilson, "Spatial models for human motion-induced signal strength variance on static links," IEEE Trans. Inf. Forensics Security, vol. 6, no. 3, pp. 791-802, Sep. 2011.
20. th Veh. Technol. Conf., Apr. 1996, vol. 2, pp. 844-848.
21. A. Goldsmith, Wireless Communication. Cambridge, U.K.: Cambridge Univ. Press, 2005.
22. M. S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, "A tutorial on particle filters for on-line nonlinear/non-Gaussian Bayesian tracking," IEEE Trans. Signal Process., vol. 50, no. 2, pp. 174-188, Feb. 2002.
23. R. R. Yager, "Intelligent control of the hierarchical agglomerative clustering process," IEEE Trans. Syst., Man, Cybern., Part B: Cybern., vol. 30, no. 6, pp. 835-845, Dec. 2000.
24. P. Closas and M. F. Bugallo, "Improving accuracy by iterated multiple particle filtering," IEEE Signal Process. Lett., vol. 19, no. 8, pp. 531-534, Aug. 2012.
25. D. Schuhmacher, B. T. Vo, and B. N. Vo, "A consistent metric for performance evaluation of multi-object filters," IEEE Trans. Signal Process., vol. 56, no. 8, pp. 3447-3457, Aug. 2008.