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一种用于空间稳定惯性导航系统的三阶段加速度计自校准技术。

A Three-Stage Accelerometer Self-Calibration Technique for Space-Stable Inertial Navigation Systems.

机构信息

Department of Precision Instrument, Tsinghua University, Beijing 100084, China.

出版信息

Sensors (Basel). 2018 Aug 31;18(9):2888. doi: 10.3390/s18092888.

Abstract

As a specific force sensor, the tri-axis accelerometer is one of the core instruments in an inertial navigation system (INS). During navigation, its measurement error directly induces constant or alternating navigation errors of the same order of magnitude. Moreover, it also affects the estimation accuracy of gyro drift coefficients during the initial alignment and calibration, which will indirectly result in navigation errors accumulating over time. Calibration can effectively improve measurement accuracy of the accelerometer. Device-level calibration can identify all of the parameters in the error model, and the system-level calibration can accurately estimate part of these parameters. Combining the advantages of both the methods and making full use of the precise angulation of the space-stabilized platform, this paper proposes a three-stage accelerometer self-calibration technique that can be implemented directly in the space-stable INS. The device-level calibration is divided into two steps considering the large amount of parameters. The first step is coarse calibration, which identifies parameters except for the nonlinear terms, and the second step is fine calibration, which not only identifies the nonlinear parameters, but also improves the accuracy of the parameters identified in the first step. The follow-on system-level calibration is carried out on part of the parameters using specific force error and attitude error to further improve the calibration accuracy. Simulation result shows that by using the proposed three-stage calibration technique in the space-stable INS, the estimation accuracy of accelerometer error can reach 1 × 10 - 6   g order of magnitude. Experiment results show that after the three-stage calibration, the accuracy of latitude, longitude, and attitude angles has increased by over 45% and the accuracy of velocity has increased by over 22% during navigation.

摘要

作为一种特殊的力传感器,三轴加速度计是惯性导航系统(INS)的核心仪器之一。在导航过程中,其测量误差会直接导致相同数量级的恒定或交替导航误差。此外,它还会影响初始对准和校准过程中陀螺漂移系数的估计精度,这将间接导致导航误差随时间累积。校准可以有效提高加速度计的测量精度。设备级校准可以识别误差模型中的所有参数,而系统级校准可以准确估计部分参数。本文结合这两种方法的优点,充分利用空间稳定平台的精确姿态,提出了一种可直接在空间稳定 INS 中实现的三轴加速度计自校准技术。考虑到参数数量较大,设备级校准分为两步进行。第一步是粗校准,识别除非线性项以外的参数,第二步是精校准,不仅识别非线性参数,还可以提高第一步识别的参数的精度。后续的系统级校准则利用比力误差和姿态误差对部分参数进行进一步的校准,以提高校准精度。仿真结果表明,在空间稳定 INS 中采用所提出的三级校准技术,加速度计误差的估计精度可以达到 1×10 - 6   g 量级。实验结果表明,经过三级校准后,导航过程中纬度、经度和姿态角的精度提高了 45%以上,速度精度提高了 22%以上。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8cb1/6164698/5d90ff1343d9/sensors-18-02888-g001.jpg

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