Enhanced MEMS-INS/GPS Integrated System

被引:0
作者
Cho, Seong Yun [1 ]
Kim, Byung Doo [1 ]
Cho, Young Su [1 ]
Choi, Wan Sik [1 ]
机构
[1] Elect & Telecommun Res Inst, Telemat USN Res Div, Taejon, South Korea
来源
PROCEEDINGS OF THE 19TH INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2006) | 2006年
关键词
D O I
暂无
中图分类号
O59 [应用物理学];
学科分类号
摘要
This paper demonstrates an adaptive fusion filter for MEMS-INS/GPS integrated system. Motivated by the complementary features of the IIR-type filter and the FIR-type filter, this paper proposes a robust and adaptive IIR/FIR fusion filter and a MEMS-INS/GPS integrated system designed by the fusion filter. In the filtering for nonlinear systems, the representative filter - EKF, and the alternative filters - RHKF filter, SPKF, etc. have individual merits and demerits. The key concept of the filter fusion is merging the strengths of the filters. This paper fuses the IIR-type filter - SPKF, and the FIR-type filter - RHKF filter using the adaptive strategy and applies the fusion filter to MEMS-INS/GPS integration. The fusion filter has several advantages over the EKF, SPKF, and RHKF filter. Simulation and experiment results verify that the proposed MEMS-INS/GPS using the fusion filter has robustness to the system uncertainty, temporary unknown bias, large initial estimation error, and so on.
引用
收藏
页码:2715 / 2722
页数:8
相关论文
共 15 条
[1]   Improvement of MEMS-IMU/GPS performance using fuzzy modeling [J].
Abdel-Hamid, W ;
Abdelazim, T ;
El-Sheimy, N ;
Lachapelle, G .
GPS SOLUTIONS, 2006, 10 (01) :1-11
[2]  
Anderson B., 1979, OPTIMAL FILTERING
[3]  
[Anonymous], 1999, GLOBAL POSITIONING S
[4]  
BROWN R. G., 2012, INTRO RANDOM SIGNALS
[5]   Robust positioning technique in low-cost DR/GPS for land navigation [J].
Cho, Seong Yun ;
Choi, Wan Sik .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2006, 55 (04) :1132-1142
[6]  
DANYAND L, 1994, IEEE T AUTOMATIC CON, V39
[7]   A new method for the nonlinear transformation of means and covariances in filters and estimators [J].
Julier, S ;
Uhlmann, J ;
Durrant-Whyte, HF .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2000, 45 (03) :477-482
[8]  
JULIER SJ, 1995, PROCEEDINGS OF THE 1995 AMERICAN CONTROL CONFERENCE, VOLS 1-6, P1628
[9]  
Julier SJ, 2002, P AMER CONTR CONF, V1-6, P887, DOI 10.1109/ACC.2002.1023128
[10]  
Julier SJ, 2002, P AMER CONTR CONF, V1-6, P4555, DOI 10.1109/ACC.2002.1025369