An Improved Adaptive Kalman Filter for Altitude Estimation of Quadrotors

被引:0
|
作者
Zhao, Qi [1 ]
He, Fenghua [2 ]
Hao, Ning
Xing, Rui
机构
[1] Harbin Inst Technol, Sch Astronaut, Harbin 150001, Peoples R China
[2] Harbin Inst Technol, Harbin 150001, Peoples R China
关键词
adaptive Kalman filter; information fusion; altitude estimation; quadrotors;
D O I
10.23919/chicc.2019.8866453
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies the altitude estimation problem of quadrotors in the indoor complex environment in which more than one altitude sensors are installed on the quadrotor in order to obtain precise and stable information. First of all, the measurement model is established. Then, an improved adaptive Kalman filter to deal with the problems that the measurement value of a sensor remains unchanged or the constant measurement errors occur. An altitude estimation algorithm is given based on the proposed improved adaptive Kalman filter. Simulation and experimental results show the feasibility and effectiveness of the algorithm.
引用
收藏
页码:3613 / 3617
页数:5
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