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基于加速度计和磁力计的静止对准误差分析。

Error Analysis of Accelerometer- and Magnetometer-Based Stationary Alignment.

机构信息

Department of Automatics, Federal University of Lavras, Lavras 37200-900, Brazil.

出版信息

Sensors (Basel). 2021 Mar 14;21(6):2040. doi: 10.3390/s21062040.

Abstract

This paper revisits the stationary attitude initialization problem, i.e., the stationary alignment, of Attitude and Heading Reference Systems (AHRSs). A detailed and comprehensive error analysis is proposed for four of the most representative accelerometer- and magnetometer-based stationary attitude determination methods, namely, the Three-Axis Attitude Determination (TRIAD), the QUaternion ESTimator (QUEST), the Factored Quaternion Algorithm (FQA), and the Arc-TANgent (ATAN). For the purpose of the error analysis, constant biases in the accelerometer and magnetometer measurements are considered (encompassing, hence, the effect of hard-iron magnetism), in addition to systematic errors in the local gravity and Earth magnetic field models (flux density magnitude, declination angle, and inclination angle). The contributions of this paper are novel closed-form formulae for the residual errors (normality, orthogonality, and alignment errors) developed in the computed Direction Cosine Matrices (DCM). As a consequence, analytical insight is provided into the problem, allowing us to properly compare the performance of the investigated alignment formulations (in terms of ultimate accuracy), as well as to remove some misleading conclusions reported in previous works. The adequacy of the proposed error analysis is validated through simulation and experimental results.

摘要

本文重新研究了姿态和航向参考系统(AHRS)的静止姿态初始化问题,即静止对准。本文针对四种最具代表性的基于加速度计和磁力计的静止姿态确定方法,即三轴姿态确定(TRIAD)、四元数估计器(QUEST)、因子四元数算法(FQA)和弧正切(ATAN),提出了详细和全面的误差分析。为了进行误差分析,本文考虑了加速度计和磁力计测量中的恒定偏差(包括硬铁磁性的影响),以及局部重力和地球磁场模型中的系统误差(磁通密度大小、偏转角和倾斜角)。本文的贡献在于为计算得到的方向余弦矩阵(DCM)中的残余误差(正态性、正交性和对准误差)开发了新颖的闭式公式。因此,可以深入了解该问题,从而可以正确比较所研究的对准公式的性能(就最终精度而言),并消除以前工作中报告的一些误导性结论。通过仿真和实验结果验证了所提出的误差分析的充分性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cd05/8001527/52f34a53f932/sensors-21-02040-g001.jpg

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