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Rotated Unscented Kalman Filter for Two State Nonlinear Systems | ||
journal of Artificial Intelligence in Electrical Engineering | ||
مقاله 7، دوره 1، شماره 4، خرداد 2013، صفحه 44-48 اصل مقاله (440.77 K) | ||
چکیده | ||
In the several past years, Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF) have became basic algorithm for state-variables and parameters estimation of discrete nonlinear systems. The UKF has consistently outperformed for estimation. Sometimes least estimation error doesn't yield with UKF for the most nonlinear systems. In this paper, we use a new approach for a two variable state nonlinear systems which it is called Rotated UKF (R_UKF). R_UKF can be reduced estimation error and reached for least error in state estimation. | ||
کلیدواژهها | ||
Extended kalman filter (EKF)؛ unscented kalman filter (UKF)؛ rotated UKF (R-UKF) | ||
مراجع | ||
[1] Simon Haykin, Kalman Filtering and neural networks. Communications Research Laboratory, McMaster University, Hamilton, Ontario, Canada, John Wiley & Sons, Inc. NewYork, ISBN 0-471-36998-5. [2] S. J. Julier and J. K. Uhlmann, “A New Extension of the Kalman Filter to Nonlinear Systems,” in Proc. of Aero Sense: The 11th Int. Symp. On Aerospace/Defense Sensing, Simulation and Controls., 1997. [3] E.Wan, R. van derMerwe, and A. T. Nelson, “Dual Estimation and the Unscented Transformation,” in Neural Information Processing Systems 12. 2000, pp. 666–672, MIT Press. [4] E. A. Wan and R. van der Merwe, “The Unscented Kalman Filter for Nonlinear Estimation,” in Proc. of IEEE Symposium 2000 (AS-SPCC), Lake Louise, Alberta, Canada, Oct. 2000. [5] S.Gannot, D. Burshtein, and E. Weinstein, “Iterative and Sequential Kalman Filter- Based Speech enhancement Algorithms,” IEEE Trans. on Speech and Audio Proc., vol. 6, no. 4, pp. 373–385, Jul. 1998. [6] J. L. Crassidis and J. L. Junkins," Optimal Estimation of Dynamic Systems". Boca Raton, Florida: CRC Press, to be published 2004. [7] S. J. Julier, “The Scaled Unscented Transformation,” in Proceedings of the American Control Conference, vol. 6, pp. 4555–4559, 2002. | ||
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