제어로봇시스템학회논문지 (Journal of Institute of Control, Robotics and Systems)

  • 제9권10호
  • /
  • Pages.747-754
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  • 2003
  • /
  • 1976-5622(pISSN)
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  • 2233-4335(eISSN)
제어로봇시스템학회 (Institute of Control, Robotics and Systems)
권호 표지
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클러터 환경하에서 기동표적의 추적을 위한 가변차원 확률 데이터 연관 필터

A Variable Dimensional Structure with Probabilistic Data Association Filter for Tracking a Maneuvering Target in Clutter Environment

  • 안병완 (GM DAEWOO Auto & Technology, 기술연구소) ;
  • 최재원 (부산대학교 기계공학부 및 기계기술연구소) ;
  • 송택렬 (한양대학교 전자전기제어계측공학과)
  • 발행 : 2003.10.01
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초록

An enhancement of the probabilistic data association filter is presented for tracking a single maneuvering target in clutter environment. The use of the variable dimensional structure leads the probabilistic data association filter to adjust to real motion of a target. The detection of the maneuver for the model switching is performed by the acceleration estimates taken from a bias estimator of the two stage Kalman filter. The proposed algorithm needs low computational power since it is implemented with a single filtering procedure. A simple Monte Carlo simulation was performed to compare the performance of the proposed algorithm and the IMMPDA filter.

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참고문헌

  1. Y. Bar-Shalom, and E. Tse. 'Tracking in a cluttered environment with probabilistic data association,' Automatica, vol. 11, pp. 451-460, September 1975 https://doi.org/10.1016/0005-1098(75)90021-7
  2. Y. Bar-Shalom, and K. Birmiwal, 'Consistency and robustness of PDAF for target tracking in a cluttered environment,' Automatica, vol. 19, pp. 431-437, July 1983 https://doi.org/10.1016/0005-1098(83)90059-6
  3. R. J. Kenefic, 'Optimum tracking of a maneuvering target in clutter,' IEEE Transactions on Automatic Control, vol. AC-26, pp. 750-753, June 1981
  4. Gauvrit, 'Bayesian adaptive filter for tracking with measurements of uncertain origin,' Automatica, vol. 20, pp. 217-224, Mar 1984 https://doi.org/10.1016/0005-1098(84)90028-1
  5. H. A. P. Blom, and Y. Bar-Shalom, 'The interacting multiple model algorithm for systems with markovian switching coefficients,' IEEE Transactions on Automatic Control, vol. AC-33, pp 780-783, August 1988 https://doi.org/10.1109/9.1299
  6. A. Houles, and Y. Bar-Shalom, 'Multisensor tracking of a maneuvering target in clutter,' IEEE Transactions on Aerospace and Electronic Systems, vol. AES-25, pp. 176-188, 1989 https://doi.org/10.1109/7.18679
  7. Y. Bar-Shalom, and K. Birmiwal, 'Variable dimension filter for maneuvering target tracking,' IEEE Transactions on Aerospace and Electronic Systems, vol. AES-18, pp. 621-629, September 1982 https://doi.org/10.1109/TAES.1982.309274
  8. Y. Bar-Shalom, and T. E. Fortmann, Tracking and Data Association, Academic Press, 1988
  9. Y. Bar-Shalom, and X. R. Li, Estimation and Tracking - Principles, Techniques, and Software, Artech House, 1993
  10. B. Friedland, 'Treatment of bias in recursive filtering,' IEEE Transactions on Automatic Control, vol. AC-14, pp. 359-367, August 1969
  11. M. B. Ignagni, 'An alternative derivation and extension of friedland's two stage kalman estimator,' IEEE Transactions on Automatic Control, vol. AC-26, pp. 746-750, June 1981