Purely Inertial Navigation with a Low-Cost MEMS Sensor Array

Lukas Blocher, Wolfram Mayer, M. Arena, Dusan Radovic, T. Hiller, J. Gerlach, O. Bringmann
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引用次数: 15

Abstract

This paper examines the position precision of purely inertial navigation using an array of redundant, low-cost MEMS sensors. A carefully designed IMU is used to perform navigation experiments and to analyze the benefits of a sensor array over a single sensor in practice. As our experimental results show, navigation can be improved significantly by calibrating the IMU device regarding scale factors, offsets and cross-axis sensitivity. By comparing predicted navigation error and experimental results it is shown that gyroscope angle random walk and bias instability are dominant and therefore can be used to estimate naviaation performance. The latter improves roughly by a factor of $\sqrt{14}$ when using an array of 14 devices instead of a single one. A Kalman Filter with motion constraints minimizes the error when estimating positions.
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基于低成本MEMS传感器阵列的纯惯性导航
本文研究了使用冗余低成本MEMS传感器阵列的纯惯性导航的位置精度。一个精心设计的IMU被用来进行导航实验,并在实践中分析传感器阵列相对于单个传感器的优势。实验结果表明,通过对IMU设备的尺度因子、偏移量和跨轴灵敏度进行校准,可以显著提高导航性能。通过预测导航误差与实验结果的比较,表明陀螺仪角度随机游走和偏置不稳定性是主要因素,因此可以用来估计导航性能。当使用由14个设备组成的阵列而不是单个设备时,后者的性能大约提高了$\sqrt{14}$。带有运动约束的卡尔曼滤波器使估计位置时的误差最小化。
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