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Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System

Publication ,  Journal Article
Mu, J; Tian, F; Wang, C; Gao, W; Cheng, J
Published in: International Journal of Control Automation and Systems
November 1, 2022

In this study, the fractional embedded cubature Kalman filter (FECKF) and robust fractional embedded cubature Kalman filter (RoFECKF) are proposed to design the estimate the states for fractional-order nonlinear discrete systems with Gaussian and non-Gaussian measurement noise, respectively. We develop FECKF algorith by extending embedded cubature Kalman filter to fractional nonlinear stochastic system with Gaussian noise. Meanwhile, RoFECKF is put forward to increase the estimation robustness under noisy measurements by applying the Huber method to FECKF. Simulation results on adaptive system identification and re-entry target tracking system demonstrate the effectiveness and robustness of the proposed approach.

Duke Scholars

Published In

International Journal of Control Automation and Systems

DOI

EISSN

2005-4092

ISSN

1598-6446

Publication Date

November 1, 2022

Volume

20

Issue

11

Start / End Page

3549 / 3560

Related Subject Headings

  • Industrial Engineering & Automation
  • 4007 Control engineering, mechatronics and robotics
  • 0913 Mechanical Engineering
  • 0910 Manufacturing Engineering
  • 0906 Electrical and Electronic Engineering
 

Citation

APA
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ICMJE
MLA
NLM
Mu, J., Tian, F., Wang, C., Gao, W., & Cheng, J. (2022). Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System. International Journal of Control Automation and Systems, 20(11), 3549–3560. https://doi.org/10.1007/s12555-021-0328-1
Mu, J., F. Tian, C. Wang, W. Gao, and J. Cheng. “Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System.” International Journal of Control Automation and Systems 20, no. 11 (November 1, 2022): 3549–60. https://doi.org/10.1007/s12555-021-0328-1.
Mu J, Tian F, Wang C, Gao W, Cheng J. Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System. International Journal of Control Automation and Systems. 2022 Nov 1;20(11):3549–60.
Mu, J., et al. “Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System.” International Journal of Control Automation and Systems, vol. 20, no. 11, Nov. 2022, pp. 3549–60. Scopus, doi:10.1007/s12555-021-0328-1.
Mu J, Tian F, Wang C, Gao W, Cheng J. Robust Fractional Embedded Cubature Kalman Filter for Fractional Nonlinear Stochastic System. International Journal of Control Automation and Systems. 2022 Nov 1;20(11):3549–3560.
Journal cover image

Published In

International Journal of Control Automation and Systems

DOI

EISSN

2005-4092

ISSN

1598-6446

Publication Date

November 1, 2022

Volume

20

Issue

11

Start / End Page

3549 / 3560

Related Subject Headings

  • Industrial Engineering & Automation
  • 4007 Control engineering, mechatronics and robotics
  • 0913 Mechanical Engineering
  • 0910 Manufacturing Engineering
  • 0906 Electrical and Electronic Engineering