Journal of Northeastern University Natural Science ›› 2014, Vol. 35 ›› Issue (8): 1069-1072.DOI: 10.12068/j.issn.1005-3026.2014.08.002

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A FractionalOrder Kalman Filter〓

LIU Lu, PAN Feng, XUE Dingyu   

  1. School of Information Science & Engineering, Northeastern University, Shenyang 110819, China.
  • Received:2013-09-16 Revised:2013-09-16 Online:2014-08-15 Published:2014-04-11
  • Contact: PAN Feng
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Abstract: A conventional Kalman filter is suitable for integerorder systems. In order to apply the Kalman filter to fractionalorder systems, a statespace expression defined by discrete fractionalorder calculus is introduced into the conventional Kalman filter, thus a fractionalorder Kalman filter algorithm is proposed. A simulation experiment is carried out, with two state variables and one output signal as research objects. The fractionalorder Kalman filter module is designed in MATLAB. The states of the system are estimated by the input variables and the output variable with noise, showing that the fractionalorder Kalman filter algorithm proposed has satisfactory filtering and stateestimating capacity.

Key words: fractionalorder system, Kalman filter, state estimation, simulation, MATLAB

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