A Robust Position Estimation Algorithm under Unusual Large Range Errors

被引:0
|
作者
Kim, Moon-Ki [1 ]
Lee, Ji Yang [1 ]
Kim, Jung-Hee [1 ]
Nigatu, Hassen [1 ]
Kim, Doik [1 ]
机构
[1] Korean Inst Sci & Technol, Hwarang Ro 14 Gil 5, Seoul 02792, South Korea
来源
2019 28TH IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (RO-MAN) | 2019年
关键词
D O I
10.1109/ro-man46459.2019.8956398
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a robust fusion algorithm for accurate position estimation under uncertain large errors in range measurements. Many researchers have studied UWB, IMU, odometry integration algorithms for estimating position, velocity, attitude and IMU biases. However, the fused results of these conventional algorithms are likely to be affected by the unusual ranging measurement errors. Therefore, in order to improve the positioning accuracy under the large errors of the UWB range, a robust fusion algorithm is required. In this paper, instead of using the range directly, the estimated range that the errors is reduced is used. Reducing the errors is possible by using the odometry velocity that is relatively accurate and is independent of range measurement. The robustness and accuracy of the proposed algorithm is verified by a mobile robot with real-time positioning and trajectory control under large range errors which are occurred randomly.
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收藏
页数:6
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