Particle Filter Based Track Before Detect Algorithms

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5204, Issue , 2004, Pages 20-30

  Boers, Yvo ^a   Driessen, Hans ^a  

^a THALES NEDERLAND B V   (Netherlands)

Author keywords

Detection; Multi Target Tracking; Particle Filters; Track Before Detect

Indexed keywords

DATA REDUCTION; DECISION MAKING; DOPPLER EFFECT; ESTIMATION; PROBLEM SOLVING; RADAR TARGET RECOGNITION; SIGNAL DETECTION; TRACKING RADAR;

DETECTION; MULTI TARGET TRACKING; PARTICLE FILTERS; TRACK BEFORE DETECT (TBD);

PARTICLE BEAM TRACKING;

EID: 1842738669     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. E. Mazor, A. Averbuch, Y. Bax-Shalom and J. Dayan. Interacting multiple model methods in target tracking: a survey. IEEE Transactions on Aerospace and Electronic Systems, vol. 34, pp. 103-123, 1998.
2. A.F.M. Smith and A.E. Gelfand. Bayesian Statistics without tears: A Sampling-Resampling Perspective. The American Statistician, vol. 46, pp. 84-88, 1992.
3. N.J. Gordon, D.J. Salmond and A.F.M. Smith. Novel approach to nonlinear/non-Gaussian Bayesian state estimation. IEE Proceedings-F, vol. 140, no.2, 1993.
4. A. Doucet, N.J. Gordon and N. de Freitas eds. Sequential Monte Carlo Methods in Practice, Springer Verlag, New York, 2001.
5. D. Crisan and A. Doucet. A Survey of Convergence Results on Particle Filtering Methods, IEEE Transactions on Signal Processing, vol. 50, no. 3, pp. 736-746, 2002.
6. C.P. Robert and G. Cassella, Monte Carlo Statistical Methods, Springer Verlag, New York, 1999.
7. B.D.O. Anderson and J.B. Moore. Optimal filtering. Prentice Hall, Englewood Cliffs, NJ, 1979.
8. S. Blackman and R. Popoli, Design and Analysis of Modern Tracking Systems, Artech House, Norwood, MA, 1999.
9. Y. Bar-Shalom and X.R. Li. Estimation and Tracking Principles, Techniques and Software, Artech House, Norwood, MA, 1993.
10. H.V. Poor. An introduction to signal detection and estimation, Springer-Verlag, New York NY, 1994.
11. M.I. Skolnik, Introduction to radar systems. McGraw-Hill, Inc, Singapore, 2nd ed., 1981.
12. D.J. Salmond and H. Birch, A Particle Filter for Track-Before-Detect, In Proc. of the American Control Conference, Arlington, VA, June 25-27, 2001.
13. P. Willet, R. Niu and Y. Bar-Shalom. Integration of Bayes Detection with Target Tracking. IEEE Transactions on Signal Processing, vol. 49, no.1, 2001.
14. Y. Boers and J.N. Driessen, Particle Filter Based Detection For Tracking, In Proc. of the American Control Conference, June 25-27, 2001, Arlington, VA.
15. Y. Boers, J.N. Driessen and K. Grimmerink. Particle filter based detection schemes. In Proceedings of the Small Targets Conference at SPIE AEROSENSE 2002, Orlando, FL, April 2-5, 2002.
16. Y. Boers and J.N. Driessen. Hybrid State Estimation: A Target Tracking Application. Automatica, vol. 38, no. 12, 2002.
17. Y. Boers and J.N. Driessen, Particle Filter Based Detection Schemes, Accepted for publication in IEEE Signal Processing Letters, 2003.
18. Y. Boers, J.N. Driessen, F. Verschure, W.P.M.H. Heemels and A. Juloski. A Multi Target Track Before Detect Application. On the CDROM of the IEEE Conference on Computer Vision and Pattern Recognition - Workshop on Multi Object Tracking, Madison, WI, June 16-22, 2003.