Target localization using ensemble support vector regression in wireless sensor networks

IEEE Wireless Communications and Networking Conference, WCNC

Volumn , Issue , 2010, Pages

  Kim, Woojin ^a   Park, Jaemann ^a   Kim, H Jin ^a  

^a Seoul National University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

CURSE OF DIMENSIONALITY; FABRICATION TECHNOLOGIES; KEY ISSUES; MEASUREMENT NOISE; PREDICTION PERFORMANCE; SUPPORT VECTOR REGRESSIONS; TARGET LOCALIZATION; UNKNOWN OBJECTS;

LEARNING ALGORITHMS; SENSOR NETWORKS; TARGETS; WIRELESS TELECOMMUNICATION SYSTEMS;

WIRELESS SENSOR NETWORKS;

EID: 77955029165     PISSN: 15253511     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WCNC.2010.5506589     Document Type: Conference Paper

References (17)

1. G. J. Pottie and W. J. Kaiser, "Wireless Integrated Network Sensors," Communications of the ACM, vol. 43, no. 5, May 2000, pp. 551-58.
2. D. Li, K. Wong, Y. Hu, and A. Sayeed, "Detection, Classification and Tracking of Targets in Distributed Sensor Networks," IEEE Signal Processing Magazine, vol. 19(2), March 2002, pp. 17-29.
3. L. Schwiebert, S. Gupta, and J. Weinmann, "Research Challenges in Wireless Networks of Biomedical Sensors," Proc. the 7th annual international conference on Mobile computing and networking, 2001, pp. 151-165.
4. A. Rytter, "Vibration Based Inspection of Civil Engineering Structures," Ph. D. Dissertation, Dept. of Building Technology and Structural Eng., Aalborg Univ., Denmark, 1993.
5. M. Srivastava, R. Muntz, and M. Potkonjak, "Smart Kindergarten: Sensor-based Wireless Networks for Smart Developmental Problem-solving Environments," Proc. the 7th annual International Conference on Mobile Computing and Networking, 2001, pp. 132-138
6. M. Walpola, Z. Hao, Z. Jinsong, "Self Organization Algorithm for Unattended Acoustic Sensor Networks in Ground Target Tracking," IEEE Wireless Communication and Networking Conference 2007, March 2007, pp. 2350-2354.
7. X. Sheng and Y. Hu, "Energy Based Acoustic Source Localization," Proc. 2nd Workshop on Information Processing in Sensor Networks, April 2003, pp. 285-300.
8. K. Mechitov, S. Sundresh, Y. Kwon, and G. Agha, "Cooperative Tracking with Binary-Detection Sensor Networks," Proc. the 1st International Conference on Embedded Networked Sensor Systems, 2003, pp. 332-333.
9. S. Simic, "A Learning Theory Approach to Sensor Networks," IEEE Pervasive Computing, vol. 2, no. 4, 2003, pp. 44-49.
10. X. Nguyen, M. Jordan, and B. Sinopoli, "A Kernel-based Learning Approach to Ad-hoc Sensor Network Localization," ACM Transactions on Sensor Networks, no. 1, August 2005, pp. 134-152.
11. J. Chen, R. Hudson, and K. Yao, "A Maximum Likelihood Parametric Approach to Source Localization," Proc. IEEE International Conference on Acoustics, Speach, and Signal Processing 2001, 2001, pp. 1043-1046.
12. D. Gu, and Z. Wang, "Distrubuted Regression over Sensor Networks: A Support Vector Machine Approach," Proc. IEEE/RSJ International Conference on Intelligent Robots and Systems, September 2008, pp. 3286-3291.
13. J. Predd, S. Kulkarni, and H. Poor, "Distributed Learning in Wireless Sensor Networks," IEEE Signal Processing Magazine, vol. 23, no. 4, 2006, pp. 56-69.
14. M. Olama, S. Djouadi, and C. Pendley, "Position and Velocity Tracking in Mobile Cellular Networks using the Particle Filter," IEEE Wireless Communication and Networking Conference 2006, vol. 4, April 2006, pp. 2261-2266.
15. R. Olfati-Saber, "Distributed Kalman Filtering for Sensor Networks," Proc. the 46th Conference on Decision and Control, December 2007, pp. 5492-5498.
16. L. Breiman, "Bagging Predictors," Machine Learning, vol. 24, no. 2, August 1996, pp. 123-140.
17. Y. Zhao, J. Sun, "Recursive Reduced Least Squares Support Vector Regression," Pattern Recognition, vol. 42, 2009, pp. 837-842.