An interlaced extended Kalman filter

作者: L. Glielmo , R. Setola , F. Vasca

DOI: 10.1109/9.780418

关键词:

摘要: An estimation algorithm for a class of discrete time nonlinear systems is proposed. The system structure we deal with partitionable into in subsystems, each affine w.r.t. the corresponding part state vector. consists bank m interlaced Kalman filters, and them estimates state, considering remaining parts as known time-varying parameters whose values are evaluated by other filters at previous step. procedure neglects subsystem coupling terms covariance matrix error counteracts errors so introduced suitably "increasing" noise matrices. Comparisons through numerical simulations extended filter its modified versions proposed literature illustrate good trade-off provided between reduction computational load accuracy.

参考文章(17)
Toshio Yoshimura, Katsunobu Konishi, Takashi Soeda, Technical communique: A modified extended Kalman filter for linear discrete-time systems with unknown parameters Automatica. ,vol. 17, pp. 657- 660 ,(1981) , 10.1016/0005-1098(81)90041-8
Luigi Glielmo, Roberto Setola, Francesco Vasca, Interlaced extended Kalman filter as deterministic nonlinear observer european control conference. pp. 2869- 2873 ,(1999) , 10.23919/ECC.1999.7099763
S. Koch, H. Kaufman, J. Biemond, Restoration of spatially varying images using multiple model extended Kalman filters conference on decision and control. pp. 1216- 1221 ,(1993) , 10.1109/CDC.1993.325376
L. Glielmo, P. Marino, R. Setola, F. Vasca, Reduced Kalman filtering for indirect adaptive control of the induction motor International Journal of Adaptive Control and Signal Processing. ,vol. 8, pp. 527- 541 ,(1994) , 10.1002/ACS.4480080602
L. Ljung, Asymptotic behavior of the extended Kalman filter as a parameter estimator for linear systems IEEE Transactions on Automatic Control. ,vol. 24, pp. 36- 50 ,(1979) , 10.1109/TAC.1979.1101943
F. Daum, R. Fitzgerald, Decoupled Kalman filters for phased array radar tracking IEEE Transactions on Automatic Control. ,vol. 28, pp. 269- 283 ,(1983) , 10.1109/TAC.1983.1103242
C.K. Chui, G. Chen, H.C. Chui, Modified extended Kalman filtering and a real-time parallel algorithm for system parameter identification IEEE Transactions on Automatic Control. ,vol. 35, pp. 100- 104 ,(1990) , 10.1109/9.45155
B.M. Bell, F.W. Cathey, The iterated Kalman filter update as a Gauss-Newton method IEEE Transactions on Automatic Control. ,vol. 38, pp. 294- 297 ,(1993) , 10.1109/9.250476
D.H. Zhou, Y.X. Su, Y.G. Xi, Z.J. Zhang, Extension of Friedland's separate-bias estimation to randomly time-varying bias of nonlinear systems IEEE Transactions on Automatic Control. ,vol. 38, pp. 1270- 1273 ,(1993) , 10.1109/9.233167
K. Nagpal, C. Sims, Linearized reduced-order filtering IEEE Transactions on Automatic Control. ,vol. 33, pp. 310- 313 ,(1988) , 10.1109/9.412