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基于卡尔曼滤波器的无陀螺捷联惯性导航系统姿态算法

Attitude Algorithm of Gyroscope-Free Strapdown Inertial Navigation System Using Kalman Filter.

作者信息

Jiang Xiong, Liu Tao, Duan Jie, Hou Maosheng

机构信息

School of Opto-Electronic Engineering, Changchun University of Science and Technology, Changchun 130022, China.

出版信息

Micromachines (Basel). 2024 Feb 29;15(3):346. doi: 10.3390/mi15030346.

Abstract

A gyroscope-free strapdown inertial navigation system (GFSINS) solves the carrier attitude through the reasonable spatial combination of accelerometers, with a particular focus on the precision of angular velocity calculation. This paper conducts an analysis of a twelve-accelerometer configuration scheme and proposes an angular velocity fusion algorithm based on the Kalman filter. To address the sign misjudgment issue that may arise when calculating angular velocity using the extraction algorithm, a sliding window correction method is introduced to enhance the accuracy of angular velocity calculation. Additionally, the data from the integral algorithm and the data from the improved extraction algorithm are fused using Kalman filtering to obtain the optimal estimation of angular velocity. Simulation results demonstrate that this algorithm significantly reduces the maximum value and standard deviation of angular velocity error by one order of magnitude compared to existing algorithms. Experimental results indicate that the algorithm's calculated angle exhibits an average difference of less than 0.5° compared to the angle measured by the laser tracker. This level of accuracy meets the requirements for attitude measurement in the laser scanning projection system.

摘要

无陀螺捷联惯性导航系统(GFSINS)通过加速度计的合理空间组合来求解载体姿态,特别关注角速度计算的精度。本文对一种十二加速度计配置方案进行了分析,并提出了一种基于卡尔曼滤波器的角速度融合算法。为了解决使用提取算法计算角速度时可能出现的符号误判问题,引入了滑动窗口校正方法以提高角速度计算的准确性。此外,利用卡尔曼滤波将积分算法的数据和改进提取算法的数据进行融合,以获得角速度的最优估计。仿真结果表明,与现有算法相比,该算法将角速度误差的最大值和标准差显著降低了一个数量级。实验结果表明,该算法计算的角度与激光跟踪仪测量的角度相比,平均差值小于0.5°。这种精度水平满足激光扫描投影系统中姿态测量的要求。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e2c3/10972093/4ba08940e28e/micromachines-15-00346-g001.jpg

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