Efficient sensor management policies for distributed target tracking in multihop sensor networks

IEEE Transactions on Signal Processing

Volumn 56, Issue 6, 2008, Pages 2562-2574

  Aeron, Shuchin ^a   Saligrama, Venkatesh ^a   Castanon, David A ^a  

^a Boston University   (United States)

Author keywords

Distributed tracking; Sensor management; Sensor networks

Indexed keywords

ALGORITHMS; SENSOR DATA FUSION; SENSOR NETWORKS;

CERTAINTY EQUIVALENT APPROACH; DISTRIBUTED TRACKING; SENSOR MANAGEMENT;

TARGET TRACKING;

EID: 44849104199     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2007.912891     Document Type: Article

References (19)

1. J. Speyer, "Computation and transmission requirements for a decentralized linear-quadratic-Gaussian control problem," IEEE Trans. Autom. Control, vol. 24, no. 2, pp. 266-269, Apr. 1979.
2. A. Willsky, M. G. Bello, D. A. Castañón, B. C. Levy, and G. C. Verghese, "Combining and updating of local estimates and regional maps along sets of one, dimensional tracks," IEEE Trans. Autom. Control vol. 27, no. 4, pp. 799-813, Aug. 1982.
3. V. Saligrama and D. Castanon, "Reliable, distributed estimation with intermittent communications," in Proc. 45th IEEE Decision Control Conf., San Diego, CA, Dec. 2006, pp. 6763-6768.
4. R. Rahman, M. Alanyali, and V. Saligrama, "Distributed tracking in multi-hop networks with communication delays," IEEE Trans. Signal Process., vol. 55, no. 9, pp. 4656-4668, Sep. 2007.
5. M. Coates, "Distributed particle filtering for sensor networks," in Proc. Int. Symp. Information Processing in Sensor Networks, Berkeley, CA, Apr. 2004, pp. 99-107.
6. F. Zhao, J. Shin, and J. Reich, "Information-driven dynamic sensor collaboration for tracking applications," IEEE Signal Process. Mag. vol. 19, no. 2, pp. 61-72, Mar. 2002.
7. J. Liu, J. Reich, and F. Zhao, "Collaborative in-network processing for target tracking," EURASIP J. Appl. Signal Process., vol. 4, pp. 378-391, Mar. 2003.
8. C. Kreucher, A. Hero, K. Kastella, and D. Chang, "Efficient methods of non-myopic sensor management for multitarget tracking," in Proc. 43rd IEEE Conf. Decision Control (CDC), Dec. 2004, vol. 1, pp. 722-727.
9. J. Williams, J. Fischer, III, and A. Willsky, "An approximate dynamic programming approach for communication constrained inference," in Proc. IEEE 'Workshop on Statistical Signal Processing, Jul. 2005, pp. 1202-1207.
10. J. Fuemmeler and V.Veeravalli, "Smart sleeping strategies for localization and tracking in sensor networks," presented at the 40th Asilomar Conf. Signals, Systems, Computers, Monterey, CA, Nov. 2006.
11. A. Cheetri, D. Morell, and A. Papandreou-Supapola, "Sensor scheduling using a 0-1 mixed integer programming framework," presented at the 2006 IEEE Workshop on Sensor Array and Multichannel Processing, Waltham, MA, Jul. 12-14, 2006.
12. Y. Xu, J. Winter, and W. Lee, "Prediction based strategies for energy saving in object tracking sensor networks," presented at the IEEE Int. Conf. Mobile Data Management, Berkeley, CA, Jan. 19-22, 2004.
13. R. Brooks, P. Ramanathan, and A. Sayeed, "Distributed target classification and tracking in sensor networks," Proc. IEEE, vol. 91, no. 8, pp. 1163-1171, Aug. 2003.
14. R. Brooks, D. Friedlander, J. Koch, and S. Phoha, "Tracking multiple targets with self-organizing distributed ground sensors," J. Parallel Distrib. Comput., vol. 64, no. 7, pp. 874-884, 2004.
15. D. Bertsekas, Dynamic Programming: Deterministic and Stochatic Models Englewood Cliffs, NJ: Prentice-Hall, 1987.
16. K. C. Chang, C. Chong, and T. Bar-Shalom, "Joint probabilistic data association in distributed sensor networks," IEEE Trans. Autom. Control, vol. 31, no. 10, pp. 889-897, Oct. 1986.
17. D. Bertsekas, Nonlinear Programming. Belmont, MA: Athena Scientific, 1999.
18. R. T. Rockafellar, Convex Analysis. Princeton, NJ: Princeton Univ. Press, 1970.
19. H. Royden, Real Analysis, 3rd ed. Englewood Cliffs NJ: Prentice-Hall, 1988.