A comparison of task driven and information driven sensor management for target tracking

Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05

Volumn 2005, Issue , 2005, Pages 4004-4009

  Kreucher, Chris ^a,b   Hero III, Alfred O ^a   Kastella, Keith ^b  

^a The Department of Civil and Environmental Engineering   (United States)

^b GENERAL DYNAMICS ADVANCED INFORMATION SYSTEMS   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

PERFORMANCE CRITERIA; SENSOR MANAGEMENT; TARGET TRACKING; TASK DRIVEN METHODS;

COMPUTER SIMULATION; DECISION THEORY; ERROR ANALYSIS; INFORMATION RETRIEVAL; INFORMATION THEORY; MATHEMATICAL MODELS;

TRACKING (POSITION);

EID: 33847193876     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CDC.2005.1582788     Document Type: Conference Paper

References (18)

1. K. J. Hintz and E. S. McVey, "Multi-process constrained estimation," IEEE Transactions on Man, Systems, and Cybernetics, vol. 21, no. 1, pp. 434-442, January/February 1991.
2. K. J. Hintz, "A measure of the information gain attributable to cueing," IEEE Transactions on Systems, Man and Cybernetics, vol. 21, no. 2, pp. 237-244, 1991.
3. W. Schmaedeke and K. Kastella, "Event-averaged maximum likelihood estimation and information-based sensor management," Proceedings of SPIE, vol. 2232, pp. 91-96, June 1994.
4. K. Kastella, "Discrimination gain to optimize classification," IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans, vol. 27, no. 1, January 1997.
5. _, "Discrimination gain for sensor management in multitarget detection and tracking," IEEE-SMC and IMACS Multiconference CESA, vol. 1, pp. 167-172, 1996.
6. R. Mahler, "Global optimal sensor allocation," Proceedings of the Ninth National Symposium on Sensor Fusion, vol. 1, pp. 167-172, 1996.
7. C. M. Kreucher, K. Kastella, and A. O. Hero III, "Information based sensor management for multitarget tracking," Proceedings of SPIE Conference on Signal and Data Processing of Small Targets, 2003.
8. F. Zhao, J. Shin, and J. Reich, "Information-driven dynamic sensor collaboration," IEEE Signal Processing Magazine, pp. 61-72, March 2002.
9. C. M. Kreucher, K. Kastella, and A. O. Hero III, "Tracking multiple targets using a particle filter representation of the joint mulitarget proabbility density," Proceedings of SPIE Conference on Signal and Data Processing of Small Targets, 2003.
10. L. D. Stone, T. L. Corwin, and C. A. Barlow, Bayesian Multiple Target Tracking. Artech House, 1999.
11. M. I. Miller, A. Srivastava, and U. Grenander, "Conditional mean estimation via jump-diffusion processes in multiple target tracking/recognition, " IEEE Transactions on Signal Processing, vol. 43, no. 11, pp. 2678-2690, 1995.
12. R. E. Bethel and G. J. Paras, "A PDF multisensor multitarget tracker," IEEE Transactions on Aerospace and Electronic Systems, vol. 34, no. 1, pp. 153-168, January 1998.
13. I. Goodman, R. Mahler, and H. Nguyen, Mathematics of Data Fusion. Kluwer Academic Publishers, 1997.
14. C. M. Kreucher, K. Kastella, and A. O. Hero III, "Multitarget tracking using a particle filter representation of the joint multitarget probability density," to appear in IEEE Transactions on Aerospace and Electronic Systems, 2005.
15. A. Rényi, "On measures of entropy and information," Proceedings of the 4th Berkeley Symposium on Mathematics, Statistics, and Probility, vol. 1, pp. 547-561, 1961.
16. A. O. Hero III, B. Ma, O. Michel, and J. German, "Applications of entropic spanning graphs," IEEE Signal Processing Magazine (Special Issue on Mathematics in Imaging), vol. 19, no. 5, pp. 85-95, 2002.
17. A. O. Hero III, B. Ma, O. Michel, and J. D. Gorman, "Alpha divergence for classification, indexing and retrieval," Technical Report 328, Comm. and Sig. Proc. Lab. (CSPL), Dept. EECS, The University of Michigan, 2001.
18. K. Kastella and S. Musick, "The search for optimal sensor management," Proceedings of the SPIE Symposium on Aerospace/Defense Sensing and Controls, vol. 2759, pp. 318-329, April 1996.