Maneuvering target tracking by using particle filter

Annual Conference of the North American Fuzzy Information Processing Society - NAFIPS

Volumn 4, Issue , 2001, Pages 2223-2228

  Ikoma, Norikazu ^a   Ichimura, Naoyuki ^b   Higuchi, Tomoyuki ^c   Maeda, Hiroshi ^a  

^a KYUSHU INSTITUTE OF TECHNOLOGY   (Japan)

^b ELECTROTECHNICAL LABORATORY   (Japan)

^c INSTITUTE OF STATISTICAL MATHEMATICS   (Japan)

Author keywords

Heavy tailed distribution; Non Gaussian; Nonlinear; Particle filter; State space model; Target tracking

Indexed keywords

AUTOMATIC TARGET RECOGNITION; MANEUVERABILITY; MOTION CONTROL; NONLINEAR CONTROL SYSTEMS; POSITION CONTROL; SIGNAL FILTERING AND PREDICTION; STATE SPACE METHODS;

DISCRETIZED SYSTEM MODEL; HEAVY TAILED NON-GAUSSIAN DISTRIBUTION; MANEUVERING TARGET TRACKING; NON-GAUSSIAN STATE SPACE MODEL; NONLINEAR OBSERVATION MODEL; PARTICLE FILTER;

FUZZY CONTROL;

EID: 0035792034     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. H.Akaike, "Likelihood and the Bayes procedure", Bayesian Statistics, Valencia, Spain: University Press, 1980, pp143-166.
2. D.L.Alspach and H.W.Sorenson, "Nonlinear Bayesian Estimation Using Gaussian Sum Approximations", IEEE Trans. A.C.,17, No.4, 1972, pp.439-448.
3. N.J.Gordon, D.J.Salmond and A.F.M.Smith, "Novel approach to nonlinear/non-Gaussian Bayesian State Estimation", IEE Proceedings-F, 140, No.2, 1993, pp.107-113.
4. M.Isard and A.Blake, "Condensation - Conditional Density Propagation for Visual Tracking", Journal of Computer Vision, 29, No.1, 1998, pp.5-28.
5. G.Kitagawa, "A Nonlinear Smoothing Method for Time Series Analysis", Statistica Sinica, 1, No.2, 1991, pp.371-388.
6. G. Kitagawa, "Monte Carlo filter and smoother for non-Gaussian nonlinear state space models", Journal of Computational and Graphical Statistics 5, No.1, 1996, pp.1-25.
7. J.S.Liu and R.Chen, "Sequential Monte Carlo methods for dynamic systems", Journal of the American Statistical Association, 93, 1998, pp.1032-1044.
8. A.Ohsumi and S.Yasui, "Tracking of a maneuvering target considering its kinematic constrains", Proc. of world automation congress, 3rd intl. Sympo. on Intelligent automation and control, 2000.
9. R.A.Singer, "Estimating optimal tracking filter performance for manned maneuvering targets", IEEE Trans. on Aerospace and electronic systems, AES-6, No.4, 1970, pp.473-483.