TY - GEN
T1 - A Multiple Kernel Minimum Entropy Kalman Filter
AU - Chen, Kezheng
AU - Cheng, Yongmei
AU - Li, Zhengwei
AU - Zhang, Yachong
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - In this paper, a multiple kernel minimum error entropy Kalman filter is proposed to estimate the filter state under abnormal measurement pollution. Firstly, an augmented Kalman filter model is constructed, and the minimum mean square error criterion under the traditional Kalman filter is replaced by the traditional minimum error entropy criterion. Then the quadratic rational kernel function and Gaussian kernel function are combined to construct the cost function, and the state results are obtained by fixed point iteration. Finally, the effectiveness of the filter is proved by a master-slave inertial navigation transfer alignment experiment.
AB - In this paper, a multiple kernel minimum error entropy Kalman filter is proposed to estimate the filter state under abnormal measurement pollution. Firstly, an augmented Kalman filter model is constructed, and the minimum mean square error criterion under the traditional Kalman filter is replaced by the traditional minimum error entropy criterion. Then the quadratic rational kernel function and Gaussian kernel function are combined to construct the cost function, and the state results are obtained by fixed point iteration. Finally, the effectiveness of the filter is proved by a master-slave inertial navigation transfer alignment experiment.
KW - Kalman filter
KW - Kernel function
KW - Minimum error entropy criterion
UR - http://www.scopus.com/inward/record.url?scp=85189324362&partnerID=8YFLogxK
U2 - 10.1109/CAC59555.2023.10452103
DO - 10.1109/CAC59555.2023.10452103
M3 - 会议稿件
AN - SCOPUS:85189324362
T3 - Proceedings - 2023 China Automation Congress, CAC 2023
SP - 4158
EP - 4162
BT - Proceedings - 2023 China Automation Congress, CAC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 China Automation Congress, CAC 2023
Y2 - 17 November 2023 through 19 November 2023
ER -