Radar localization with multiple unmanned aerial vehicles using support vector regression

Proceedings - 3rd International Conference on Intelligent Sensing and Information Processing, ICISIP 2005

Volumn , Issue , 2005, Pages 232-237

  Sundaram, B ^a   Palaniswami, M ^a   Reddy, S ^a   Sinickas, M ^a  

^a UNIVERSITY OF MELBOURNE   (Australia)

Author keywords

Australia; Monitoring; Radar tracking; Robustness; Signal processing; Target tracking; Taylor series; Time difference of arrival; Unmanned aerial vehicles; Wireless sensor networks

Indexed keywords

LAMINATING MACHINERY; MONITORING; RADAR; ROBUSTNESS (CONTROL SYSTEMS); SIGNAL PROCESSING; TARGET TRACKING; TAYLOR SERIES; TIME DIFFERENCE OF ARRIVAL; TRACKING (POSITION); TRACKING RADAR; UNMANNED AERIAL VEHICLES (UAV); VEHICLES; WIRELESS SENSOR NETWORKS;

AUSTRALIA; FURTHER WORKS; GEOLOCATIONS; SUPPORT VECTOR REGRESSION (SVR); SVR APPROACHES; TAYLOR SERIES METHODS;

RADAR TRACKING;

EID: 85009458550     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICISIP.2005.1619441     Document Type: Conference Paper

References (15)

1. Press release, www.tealgroup.com on 6/14/2005
2. S. Kanchanavally, Chunlei Zhang, R. Ordonez, J. Layne, "Mobile target tracking with communication delays, 43rd IEEE Conference on Decision and Control, 2004, Volume 3, 2004 pp. 2899-2904
3. S. Drake, 'Geolocation by Time Difference of Arrival Technique,' Defence Science and Technology Organisation, Electronic Warfare and RADAR Division, Restricted Paper, Aug 2004.
4. J. Abel, J. Smith, 'The Spherical Interpolation Method for Closed-Form Passive Source Localization Using Range Difference Measurements,' in Proc. ICASSP-87, pp. 471-474.
5. J. Abel, 'A Divide and Conquer Approach to Least-Squares Estimation,' IEEE Trans. Aerosp. Electron. Syst., vol. 26 pp. 423-427, Mar. 1976.
6. S. P. Drake, K. Dogancay, 'Geolocation by Time Difference of Arrival using Hyperbolic Asymptotes', in Proc. ICASSP-2004, pp. 361-364.
7. Y. T. Chan & K. C. Ho, A simple and Efficient Estimator for Hyperbolic Location, IEEE Trans. Acoust., Speech, Signal Processing, vol. 42, pp. 1905-1915, Aug 1994.
8. W. H. Foy, "Position-location solutions by Taylorseries estimation," IEEE Trans. Aerosp. Electron. Syst., vol. AES-12, pp. 187-194, Mar. 1976.
9. D. J. Torrieri, "Statistical theory of passive location systems," IEEE Trans. Aerosp. Electron. Syst., vol. AES-20, pp. 183-198, Mar. 1984.
10. http://www.aewa.org/Library/rf bands.html
11. J. Suykens, T. Van Gestel, J. De Brabanter, B. De Moor, J. Vandewalle, "Least Square Support Vector machines", World Scientific Publishing Company Pte. Ltd., 2002.
12. A.J. Smola, B. Scholkopf, "A Tutorial on Support Vector Regression", Neurocolt Technical report NCTR-98-030, 1998, University of London, UK.
13. A. Shilton, M. Palaniswami, "A modified V-SV method for Simplified Regression", Proceedings of ICISIP, 2004, pp. 422-427.
14. A. Shilton, M. Palaniswami, "Adaptive support vector machines for regression", Proceedings of the 9th International Conference on Neural Information Processing, 2002 (ICONIP '02), Volume 2, pp. 1043-1049
15. A. Shilton, M. Palaniswami, D. Ralph, A. C. Tsoi, "Incremental Training of Support Vector Machines", IEEE transactions on Neural Networks, vol. 16, no. 1, pp. 114-131, Jan 2005. http://www2.ee.mu.oz.au/pgrad/apsh/svm/