Browse > Article
http://dx.doi.org/10.5515/KJKIEES.2009.20.9.954

Indoor Positioning System Using Robust Outlier Extended Kalman Filter  

Kim, Dong-Seon (Department of Electronic Computer Communication Engineering, Hanyang University)
Yeom, Hak-Sun (Department of Electronic Computer Communication Engineering, Hanyang University)
Kim, Sun-Woo (Department of Electronic Computer Communication Engineering, Hanyang University)
Publication Information
Abstract
In this paper, Indoor Positioning System based on Wi-Fi system which is one of the key technology in LBS(Location Based Service) is proposed. The proposed system estimates distance between MS(Mobile Station) and AP(Access Point) using RSSI(Received Signal Strength Indicator). RSSI is affected by outlier that originate from indoor environment complexity and obstacle. In this paper, we introduce a Robust outlier Extended Kalman Filter that can ignore, real-time outlier in the observations. To demonstrate performance of proposed indoor positioning system, we used a PDA as the MS.
Keywords
Indoor Positioning System; RSSI; EKF; Outlier;
Citations & Related Records
연도 인용수 순위
  • Reference
1 V. Patmanathan, "Area Localization using WLAN", KTH Electrical Engineering, 2006
2 K. W. Chung, H. C. So, W. K. Ma, and Y. T. chan, "Received signal strength based mobile positioning via constrained weighted least squares", ICASSP'03 IEEE International Conference, vol. 5, pp. V-137- 40, Apr. 2003
3 A. Bose, H. F Chung, "A practical path loss model for indoor Wi-Fi positioning enhancement", Information, Communication & Signal Processing 2007 6th International Conference on, pp. 1-5, Dec. 2007
4 Y. Wang, X. Jia, "An indoor wireless positioning system based on wireless local area network infrastructure", The 6th International Symposium on Satellite Navigation Technology Including Mobile Positioning & Location Service, 2003
5 Todd K. Moon, Wynn C. Stirling, Mathematical Methods and Algorithms for Signal Processing, Prentice Hall, 2000
6 Y. T. Chan, "A simple and efficient estimator for hyperbolic location", IEEE Transactions on Signal Processing, vol. 42, no. 8, Aug. 1994
7 T. Perrala, R. Piche, "Robust extended Kalman filtering in hybrid positioning applications", 4th Workshop on Positioning, Navigation and Communication WPNC '07, pp. 55-63, Mar. 2007
8 G. G. Yim, C. S. Park, "Extended Kalman filter for wireless lan based indoor positioning", Elsevier B.V, pp. 960-971, Apr. 2008
9 J. A. Ting, E. Theodorou, and S. Schaal, "A Kalman filter for robust outlier detection", The 2007 IEEE/ RSJ International Conference on Intelligent Robots and Systems, pp. 1514-1519, Nov. 2007
10 A. Goldsmith, Wireless Communications, Cambridge University Press, 2005