Decentralized variational filtering for target tracking in binary sensor networks

IEEE Transactions on Mobile Computing

Volumn 9, Issue 10, 2010, Pages 1465-1477

  Teng, Jing ^a   Snoussi, Hichem ^b   Richard, Cédric ^c  

^a NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

^b UNIVERSITÉ DE TECHNOLOGIE DE TROYES   (France)

^c UNIVERSITÉ DE NICE SOPHIA ANTIPOLIS   (France)

Author keywords

Bayesian inference; Monte Carlo methods; sensor networks; Variational methods

Indexed keywords

BAYESIAN INFERENCE; BINARY SENSOR NETWORKS; CLUSTER-BASED; COMPUTATION COMPLEXITY; ENERGY CONSUMPTION; FILTERING ALGORITHM; GAUSSIAN STATISTICS; HIGHLY NONLINEAR; INFORMATION EXCHANGES; INTER-NODE COMMUNICATION; INTRA-CLUSTER COMMUNICATION; LOSSLESS COMPRESSION; MONTE CARLO; OBSERVATION MODEL; RESOURCE CONSUMPTION; STATE-OF-THE-ART ALGORITHMS; TARGET STATE; THREE PHASIS; TRACKING ACCURACY; VARIATIONAL CALCULUS; VARIATIONAL METHODS;

BAYESIAN NETWORKS; ENERGY UTILIZATION; IMAGE COMPRESSION; INFERENCE ENGINES; MONTE CARLO METHODS; SENSOR NETWORKS; VARIATIONAL TECHNIQUES; WIRELESS SENSOR NETWORKS;

TARGET TRACKING;

EID: 77956034116     PISSN: 15361233     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMC.2010.117     Document Type: Article

References (37)

1. M. Tubaishat and S. Madria, "Sensor Networks: An Overview," IEEE Potentials, vol.22, no.2 pp. 20-23, Apr./May 2003.
2. J. Yick, B. Mukherjee, and D. Ghosal, "Analysis of a Prediction-Based Adaptive Mobility Tracking Algorithm," Proc. Second Intl Conf. Broadband Networks, pp. 809-816, 2005.
3. M.Y.S. Uddin and M.M. Akbar, "Addressing Techniques in Wireless Sensor Networks: A Short Survey," Proc. Fourth Intl Conf. Electrical and Computer Eng., 2006.
4. Y. Wang, G. Attebury, and B. Ramamurthy, "A Survey of Security Issues in Wireless Sensor Networks," IEEE Comm. Surveys and Tutorials, vol.8, no.2, pp. 2-23, 2006.
5. A. Doucet, B.-N. Vo, C. Andrieu, and M. Davy, "Particle Filtering for Multi-Target Tracking and Sensor Management," Proc. Fifth Intl Conf. Information Fusion, 2002.
6. Optimal Filtering, B.D.O. Anderson and J.B. Moore, eds. Prentice-Hall, 1979.
7. V. Hasu and H. Koivo, "Decentralized Kalman Filter in Wireless Sensor Networks-Case Studies," Proc. Intl Joint Conf. Computer, Information, and Systems Sciences, and Eng., 2005.
8. S.J. Julier and J.K. Unlmann, "A New Extension of the Kalman Filter to Nonlinear Systems," Proc. 11th Intl Symp. Aerospace/ Defense Sensing, Simulation and Controls, Multi Sensor Fusion, Tracking and Resource Management II (AeroSense), 1997.
9. J.H. Kotecha and P.M. Djuric, "Gaussian Particle Filtering," IEEE Trans. Signal Processing, vol.51, no.10, pp. 2592-2601, Oct. 2003.
10. Sequential Monte Carlo Methods in Practice, A. Doucet, N. de Freitas, and N. Gordon, eds. Springer, 2001.
11. J.H. Kotecha and P.M. Djuric, "Gaussian Sum Particle Filtering," IEEE Trans. Signal Processing, vol.51, no.10, pp. 2602-2612, Oct. 2003.
12. X. Sheng, Y. Hu, and P. Ramanathan, "Distributed Particle Filter with GMM Approximation for Multiple Targets Localization and Tracking in Wireless Sensor Network," Proc. Fourth Intl Symp. Information Processing in Sensor Networks, p. 24, 2005.
13. A.T. Ihler, J.W. Fisher III, and A.S. Willsky, "Particle Filtering under Communications Constraints," Proc. IEEE Workshop Statistical Signal Processing, 2005.
14. H. Snoussi and C. Richard, "Ensemble Learning Online Filtering in Wireless Sensor Networks," Proc. IEEE Intl Conf. Comm. Systems, 2006.
15. A. Ribeiro, G.B. Giannakis, and S.I. Roumeliotis, "SOI-KF: Distributed Kalman Filtering with Low-Cost Communications Using the Sign of Innovations," IEEE Trans. Signal Processing, vol.54, no.12, pp. 4782-4795, Dec. 2006.
16. P.M. Djurić, M. Vemula, and M. Bugallo, "Tracking with Particle Filtering in Tertiary Wireless Sensor Networks," Proc. IEEE Intl Conf. Acoustics, Speech, and Signal Processing, Mar. 2005.
17. P.M. Djurić, M. Vemula, and M.F. Bugallo, "Target Tracking by Particle Filtering in Binary Sensor Networks," IEEE Trans. Signal Processing, vol.56, no.6, pp. 2229-2238, June 2008.
18. A.S. Chhetri, D. Morrell, and A.P. Suppappola, "Energy Efficient Target Tracking in a Sensor Network Using Non-Myopic Sensor Scheduling," Proc. Seventh Intl Conf. Information Fusion, 2005.
19. J. Vermaak, N.D. Lawrence, and P. Pérez, "Variational Inference for Visual Tracking," Proc. IEEE CS Conf. Computer Vision and Pattern Recognition, June 2003.
20. J. Teng, H. Snoussi, and C. Richard, "Binary Variational Filtering for Target Tracking in Sensor Networks," Proc. IEEE Workshop Statistical Signal Processing, 2007.
21. O.E. Barndorff-Nielsen, "Exponentially Decreasing Distributions for the Logarithm of the Particle Size," Proc. Royal Soc. London. Series A: Math. and Physical Sciences, vol.353, pp. 401-419, 1977.
22. T. He, C. Huang, B.M. Blum, J.A. Stankovic, and T. Abdelzaher, "Range-Free Localization Schemes for Large Scale Sensor Networks," Proc. ACM MobiCom, 2003.
23. P.M. Djurić, M. Vemula, M. Bugallo, and J. Míguez, "Non-Cooperative Localization of Binary Sensors," Proc. 13th Workshop Statistical Signal Processing, 2005.
24. J. Aslam, Z. Butler, F. Constantin, V. Crespi, G. Cybenko, and D. Rus, "Tracking a Moving Object with a Binary Sensor Network," Proc. First Intl Conf. Embedded Networked Sensor Systems, pp. 150-161, 2003.
25. N. Shrivastava, R. Mudumbai, U. Madhow, and S. Suri, "Target Tracking with Binary Proximity Sensors: Fundamental Limits, Minimal Descriptions, and Algorithms," Proc. Fourth Intl Conf. Embedded Networked Sensor Systems, pp. 251-264, 2006.
26. W. Kim, K. Mechitov, J.-Y. Choi, and S. Ham, "On Target Tracking with Binary Proximity Sensors," Proc. Fourth Intl Symp. Information Processing in Sensor Networks, p. 40, 2005.
27. J. Singh, U. Madhow, R. Kumar, S. Suri, and R. Cagley, "Tracking Multiple Targets Using Binary Proximity Sensors," Proc. Sixth Intl Conf. Information Processing in Sensor Networks, pp. 529-538, 2007.
28. H. Lin, J. Rushing, S.J. Graves, S. Tanner, and E. Criswell, "Real Time Target Tracking with Binary Sensor Networks and Parallel Computing," Proc. IEEE Intl Conf. Granular Computing, 2006.
29. K. Mechitov, S. Sundresh, Y. Kwon, and G. Agha, "Cooperative Tracking with Binary-Detection Sensor Networks," Proc. First ACM Conf. Embedded Networked Sensor Systems, I.F. Akyildiz, D. Estrin, D.E. Culler, and M.B. Srivastava, eds., pp. 332-333, 2003.
30. P.M. Djurić, M. Vemula, and M.F. Bugallo, "Signal Processing by Particle Filtering for Binary Sensor Networks," Proc. IEEE 11th Digital Signal Processing Workshop and IEEE Signal Processing Education Workshop, 2004.
31. A. Ribeiro and G.B. Giannakis, "Bandwidth-Constrained Distributed Estimation for Wireless Sensor Networks-Part I: Gaussian Case," IEEE Trans. Signal Processing, vol.54, pp. 1131-1143, 2006.
32. A. Ribeiro and G.B. Giannakis, "Bandwidth-Constrained Distributed Estimation for Wireless Sensor Networks-Part II: Unknown Probability Density Function," IEEE Trans. Signal Processing, vol.54, pp. 2784-2796, 2006.
33. M.J. Beal, "Variational Algorithms for Approximate Bayesian Inference," PhD thesis, Univ. of Cambridge, 2003.
34. S. Pattem, S. Poduri, and B. Krishnamachari, "Energy-Quality Tradeoffs for Target Tracking in Wireless Sensor Networks," Proc. Intl Conf. Information Processing in Sensor Networks, pp. 32-46, 2003.
35. T. Onel, C. Ersoy, and H. Delic, "Information Content-Based Sensor Selection for Collaborative Target Tracking," Proc. 14th European Signal Processing Conf., 2006.
36. H. Yang and B. Sikdar, "A Protocol for Tracking Mobile Targets Using Sensor Networks," Proc. First IEEE Intl Workshop Sensor Network Protocols and Applications, 2003.
37. T. Camp, J. Boleng, and V. Davies, "A Survey of Mobility Models for Ad Hoc Network Research," Wireless Comm. and Mobile Computing, vol.2, pp. 483-502, 2002.