Support Vector Machines for indoor sensor localization

2011 IEEE Wireless Communications and Networking Conference, WCNC 2011

Volumn , Issue , 2011, Pages 779-783

  Farjow, Wissam ^a   Chehri, Abdellah ^b   Hussein, Mouftah ^b   Fernando, Xavier ^a  

^a RYERSON UNIVERSITY   (Canada)

^b UNIVERSITY OF OTTAWA   (Canada)

Author keywords

Localization; Support Vector Machines; ZigBee

Indexed keywords

IEEE 802.15.4; LOCALIZATION; POSITIONING SYSTEM; REAL-WORLD APPLICATION; SENSOR LOCALIZATION; SET-UP TIME; SUPPORT VECTOR; SYSTEM USE; TIME-OF-ARRIVAL; WHOLE SYSTEMS; ZIG-BEE;

SENSORS; STANDARDS; WIRELESS SENSOR NETWORKS; WIRELESS TELECOMMUNICATION SYSTEMS;

SUPPORT VECTOR MACHINES;

EID: 79959287908     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCNC.2011.5779231     Document Type: Conference Paper

References (18)

1. Kamol Kaemarungsi, Prashant Krishnamurthy. "Properties of Indoor Received Signal Strength for WLAN Location Fingerprinting". The First Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, 2004: 14-23. (Pubitemid 40184575)
2. R. Want, A. Hopper, V. Falcao, and J. Gibbons, "The Active Badge Location System," ACM Transactions on Information Systems, vol. 10, no. 1, pp. 91-102, Jan.1992.
3. P. Krishnan, A. Krishnakumar, W. Ju, C. Mallows and S. Ganu, "A system for LEASE: System for location estimation assisted by stationary emitters for indoor RF wireless networks," in IEEE Infocom, Hong Kong, March 2004.
4. P. Bahl and V. Padmanabhan, "RADAR: An In-Building RF-Based User Location and Tracking System," in INFOCOM, March 2000.
5. E. Elnahrawy, X. Li and R. Martin, "The limits of localization using signal strength: a comparative study," In Proceedings of the First IEEE International Conference on Sensor and Ad Hoc Communications and Networks, SECON 2004, pp. 406-414, Oct. 2004. (Pubitemid 40789303)
6. L. Aalto, N. Gothlin, J. Korhonen and T. Ojala, "Bluetooth and WAP push based location-aware mobile advertising system," in MobiSYS '04: Proceedings of the 2nd international conference on Mobile systems, applications, and services, pp. 49-58. ACM Press, 2004.
7. N. Priyantha, A. Chakraborty, and H. Balakrishnan, "The Cricket Location-Support system," in ACM International Conference on Mobile Computing and Networking (MobiCom), Boston, MA, Aug. 2000.
8. A. Ward, A. Jones, A. Hopper, "A New Location Technique for the Active Office," IEEE Personal Communications Magazine, Vol. 4, No. 5, October 1997. pp. 42-47. (Pubitemid 127568676)
9. J. Hightower, R. Want and G. Borriello, "SpotON: An indoor 3D location sensing technology based on RF signal strength," Technical Report, University of Washington, February 2000.
10. A. Bensky, S. Berliner, U. Holzkaner, E. Mirodin, et al., "Accurate distance measurement using RF techniques," Feb. 22 2005. US Patent 6,859,761.
11. M. Youssef and A. Agrawala, "The Horus WLAN location determination system," Proceedings of the 3rd international conference on Mobile systems, applications, and services, pp. 205-218, 2005.
12. K. Kaemarungsi and P. Krishnamurthy, "Modeling of indoor positioning systems based on location fingerprinting," INFOCOM 2004. Twenty-third Annual Joint Conference of the IEEE Computer and Communications Societies, Vol. 2, 2004.
13. Ekahau Inc, http://www.ekahau.com
14. Abdellah Chehri, Hussein Mouftah, Paul Fortier, Hasnaâ Aniss. "Experimental Testing of IEEE801.15.4/ZigBee Sensor Networks in Confined Area". CNSR'2010. pp.244∼247.
15. K. Zhao, L. Guibas, Wireless sensor networks, an information processing approach, Morgan-Kaufman 2004.
16. https://www.silabs.com/
17. Vapnik, V. The Nature of Statistical Learning Theory;Berlin: Springer (1995).
18. J.A.K, Suykens, T. Van Gestel, J. De Brabanter, B. De Moore. B, J. Vandewalle, "Least Squares Support Vector Machines", World Scientific, Singapore, (2002).