Velocimeter-Aided Attitude Estimation for Mars Autonomous Landing: Observability Analysis and Filter Algorithms

控制理论(社会学) 陀螺仪 最低点 惯性测量装置 卡尔曼滤波器 可观测性 惯性导航系统 计算机科学 加速度计 算法 计算机视觉 惯性参考系 工程类 数学 人工智能 物理 航空航天工程 卫星 控制(管理) 应用数学 量子力学 操作系统
作者
Maodeng Li,Xiang‐Yu Huang,Chao Xu,Minwen Guo,Jinchang Hu,Ce Hao,Dayi Wang
出处
期刊:IEEE Transactions on Aerospace and Electronic Systems [Institute of Electrical and Electronics Engineers]
卷期号:58 (1): 451-463 被引量:3
标识
DOI:10.1109/taes.2021.3103254
摘要

This articlefocuses on the attitude estimation problem for a Mars landing that employs an inertial measurement unit and a velocimeter. At the beginning of the parachute descent phase, high dynamic oscillatory motion may degrade the gyroscope performance or saturate the gyroscope, thereby producing large attitude estimation errors and a high landing risk. To address this problem, an attitude estimation algorithm with nadir vector correction is proposed by combining data from the IMU and the velocimeter. First, the body-frame nadir vector is determined from the gravitational acceleration, which is estimated in conjunction with the body velocity aided by velocimeter measurements in the framework of the Kalman filter. The observability analysis shows that the nadir vector may be estimated as long as two velocimeter beams are available. Next, to mitigate the large attitude knowledge errors caused by high dynamic motion, a purely deterministic approach is used to combine the estimated nadir vector with the inertial navigation system propagated attitude such that the attitude knowledge error along the nadir vector direction can be reduced. Simulation results demonstrated that the proposed algorithms can cope with gyroscope performance degradation or gyroscope saturation, enabling the embedded autonomy of lander systems.
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