Distributed auxiliary particle filters using selective gossip

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2011, Pages 3296-3299

  Üstebay, Deniz ^a   Coates, Mark ^a   Rabbat, Michael ^a  

^a MCGILL UNIVERSITY   (Canada)

Author keywords

distributed computation; gossip algorithms; Particle filters; target tracking

Indexed keywords

AUXILIARY PARTICLE FILTER; COMMUNICATION OVERHEADS; DISTRIBUTED COMPUTATIONS; GOSSIP ALGORITHMS; PARTICLE FILTER; PARTICLE FILTERS; STATE-OF-THE-ART APPROACH;

ALGORITHMS; COLOR IMAGE PROCESSING; NONLINEAR FILTERING; SENSOR NETWORKS; SIGNAL PROCESSING; SPEECH COMMUNICATION; TARGET TRACKING;

DISTRIBUTED COMPUTER SYSTEMS;

EID: 80051660158     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2011.5946726     Document Type: Conference Paper

References (12)

1. F. Zhao, J. Liu, J. Liu, L. Guibas, and J. Reich, "Collaborative signal and information processing: an information-directed approach," Proc. IEEE, vol. 91, no. 8, pp. 1199-1209, Aug. 2003.
2. M. Coates, "Distributed particle filters for sensor networks," in Proc. Int. Symposium Info. Process. Sens. Netw. (IPSN), Berkeley, CA, USA, Apr. 2004.
3. X. Sheng, Y.-H. Hu, and P. Ramanathan, "Distributed particle filter with GMM approximation for multiple targets localization and tracking in wireless sensor network," in Proc. Int. Symp. Info. Process. Sens. Netw. (IPSN), Los Angeles, CA, USA, Apr. 2005.
4. D. Gu, "Distributed particle filter for target tracking," in Proc. IEEE Int. Conf. Robot. and Automation, Rome, Italy, Apr. 2007.
5. S.H. Lee and M. West, "Markov Chain Distributed Particle Filters (MCDPF)," in Proc. IEEE Conf. Decision and Control, Shanghai, China, Dec. 2009.
6. S. Farahmand, S.I. Roumeliotis, and G.B. Giannakis, "Particle filter adaptation for distributed sensors via set membership," in Proc. IEEE. Int. Conf. Acoustics Speech and Sig. Proc. (ICASSP), Dallas, TX, USA, Mar. 2010.
7. B.N. Oreshkin and M.J. Coates, "Asynchronous distributed particle filter via decentralized evaluation of Gaussian products," in Proc. ISIF Int. Conf. Information Fusion, Edinburgh, UK, July 2010.
8. A. Doucet and M. Johansen, Oxford Handbook of Nonlinear Filtering, chapter A tutorial on particle filtering and smoothing: fifteen years later, Oxford University Press, 2010, to appear.
9. M.K. Pitt and N. Shephard, "Filtering via simulation: Auxiliary particle filters," Journal of the American Statistical Association, vol. 94, no. 446, pp. 590-599, Jun. 1999.
10. D. Üstebay, R. Castro, and M. Rabbat, "Selective gossip," in Proc. IEEE Comp. Advances in Multi-Sensor Adaptive Processing, Aruba, Dec. 2009.
11. A.G. Dimakis, S. Kar, J.M.F. Moura, M.G. Rabbat, and A. Scaglione, "Gossip algorithms for distributed signal processing," Proc. IEEE, vol. 98, no. 11, pp. 1847-1864, Nov. 2010.
12. Y. Bar-Shalom, X. Rong Li, and T. Kirubarajan, Estimation with applications to tracking and navigation, Athena Scientific, Belmont, MA, 2001.