A neural extended Kalman filter multiple model tracker

Oceans Conference Record (IEEE)

Volumn 4, Issue , 2003, Pages 2111-2119

  Owen, M W ^a   Stubberud, A R ^b  

^a Naval Command   (United States)

^b University of California at Irvine   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; BACKPROPAGATION; COMPUTER SIMULATION; IDENTIFICATION (CONTROL SYSTEMS); KALMAN FILTERING; MATHEMATICAL MODELS; MOTION CONTROL; MULTILAYER NEURAL NETWORKS; ONLINE SYSTEMS; RADAR IMAGING; SENSOR DATA FUSION; STATE ESTIMATION;

DATA FUSION FEEDBACK; INTERACTING MULTIPLE MODEL FILTER; NEURAL EXTENDED KALMAN FILTER; PHASED ARRAY RADAR;

RADAR TRACKING;

EID: 1542505580     PISSN: 01977385     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. A. Stubberud, H. Wabgaonkar. 1990 "Approximation and Estimation Techniques for Neural Networks," Proceedings of the 28th Conference on Decision and Control, (December), Honolulu, Hawaii, pp. 2736-2740.
2. R.N. Lobbia, S.C. Stubberud, and M.W. Owen, "Adaptive Extended Kalman Filter Using Artificial Neural Networks," The International Journal of Smart Engineering System Design, Vol. 1, pp. 207-221, 1998.
3. W. Blair and G. Watson, "Benchmark II Problem for Radar Resource Allocation and Tracking Maneuvering Targets in the Presence of ECM", NSWCDD Technical Report - 96, September 1996.
4. S. Blackman, Multiple-Target Tracking with Radar Applications, Artech House, 1986.
5. S. Blackman and R. Popoli, Design and Analysis of Modern Tracking Systems, Artech House, 1999.
6. A. Gelb, Applied Optimal Estimation, M.I.T. Press, 1974.
7. M. Santina, A. Stubberud, and G. Hostetter, Digital Control System Design, Saunders College Publishing, 1994.
8. Y. Bar-Shalom and X. Li, Estimation and Tracking: Principles, Techniques, and Software, Artech House, 1993.
9. R. Hecht-Nielsen, Neurocomputing, Addison-Wesley Publishing Company, 1990.
10. S. Singhal and L. Wu, "Training Multilayer Perceptrons with the Extended Kalman Algorithm," Advances in Neural Information Processing System I, D.S. Touretzky (ed.) Morgan Kaufmann, 1989, pages 133-140.
11. E. Daeipour, Y. Bar-Shalom, and X. Li. 1994 "Adaptive Beam Pointing Control of a Phased Array Radar Using an IMM Estimator," Proceedings of the American Control Conference, (June), Baltimore, Maryland, pp. 2093-2097.
12. M. Owen and A. Stubberud, "NEKF IMM Tracking Algorithm," Proceedings of SPIE: Signal and Data Processing of Small Targets 2003, volume 5024, Oliver Drummond, editor, San Diego, California, August, 2003.