Are more models better?: The effect of the model transition matrix on the IMM filter

Proceedings of the Annual Southeastern Symposium on System Theory

Volumn 2002-January, Issue , 2002, Pages 20-25

  Bloomer, Lisa ^a   Gray, John E ^b  

^a MIDDLE TENNESSEE STATE UNIVERSITY   (United States)

^b NAVAL SURFACE WARFARE CENTER   (United States)

Author keywords

IMM; Markov process; Multiple model; Transition probabilities

Indexed keywords

MARKOV PROCESSES;

CONSTANT ACCELERATION; IMM; INTERACTIVE MULTIPLE MODELS; MULTIPLE-MODELING; OFF-DIAGONAL ELEMENTS; TRACKING SIMULATION; TRANSITION MATRICES; TRANSITION PROBABILITIES;

SYSTEM THEORY;

EID: 84948700159     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SSST.2002.1026997     Document Type: Conference Paper

References (11)

1. Mazor E., et al. "Interacting Multiple Model Methods in Target Tracking: A Survey," IEEE Transactions on Aerospace and Electronic Systems, Vol. 34. No. 1, Jan. 1988, pp. 103-123.
2. Blom, H. A. P. "An Efficient Filter for Abruptly Changing Systems," Proceedings of 23rd Conference on Decision and Control, Las Vegas, NV, Dec. 1984, pp. 656-658.
3. Blom, H. A. P. and Y. Bar-Shalom "The Interacting Multiple Model Algorithm for Systems with Marko-vian Switching Coefficients," IEEE Transactions on Automatic Control, Vol. 33, No. 8, August 1988, pp. 780-783.
4. Guu, J. A. and C. H. Wei "Maneuvering Target Tracking Using IMM Method at High Measurement Frequency," IEEE Transactions on Aerospace and Electronic Systems, Vol. 27, No. 3, May 1991, pp. 514-519.
5. Averbuch, A., et al. "Radar Target Tracking-Viterbi versus IMM." IEEE Transactions on Aerospace and Electronic Systems, Vol. 27, No. 3, May 1991, pp. 550-563.
6. Blair, W. D. and G. A. Watson "IMM Algorithm and Aperiodic Data," Acquisition, Tracking, and Pointing VI, Proc. SPIE, Vol. 1697, April 1992, pp. 83-91.
7. Busch, M. and S. Blackman "Evaluation of IMM Filtering for an Air Defense System Application," Signal and Data Processing of Small Targets, 1995. Proc. SPIE, Vol. 2561, July 1995, pp. 435-447.
8. Watson, G. A. and W. D. Blair "Multiple Model Estimation for Control of a Phased Array Radar," Signal and Data Processing of Small Targets, 1993. Proc. SPIE, Vol. 1954, April 1993, pp. 275-286.
9. Bar-Shalom, Y. and X. R. Li Estimation and Tracking: Principles, Techniques, and Software, Artech House, Boston, 1993.
10. Alouani, A. T. and T. R. Rice "Multiple Model Tracking with Feedback," to appear in SPIE Proc.
11. Bar-Shalom, Y. and X. R. Li Multitarget-Multisensor Tracking:Principles and Techniques, ISBN 0-9648312-0-1, 1995.