Positioning and Navigation Using IMUs and Low-Cost Sensors

Patrick Grates
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Abstract

It is possible to supplement consumer navigation systems that are based solely on global navigation satellite system (GNSS) with inertial or magnetic field-based sensors so that an accurate navigation solution can be reached during periods of global positioning system (GPS) denial. A fresh approach uses multiple inertial measurement units (IMUs), three spinning and one unspun, as well as navigation aids for a comprehensive navigation solution. Odometry and magnetometry data is readily available in two thirds of vehicles manufactured after 2018, and this data may be used in conjunction with independent sensors, such as Bluetooth low-energy (BLE) capable digital compasses. IMUs must be rotated in a controlled fashion and filtered to account for bias and data noise. Frequent calibration is required to manage bias stability. This article demonstrates that a reasonable navigation solution can be arrived at during periods of GPS denial of up to 20 min at highway speeds using multiple IMUs and supplementary sensors.
使用 IMU 和低成本传感器进行定位和导航
使用惯性或磁场传感器对完全基于全球导航卫星系统(GNSS)的消费导航系统进行补充是可能的,这样就可以在全球定位系统(GPS)失效期间获得精确的导航解决方案。一种新的方法是使用多个惯性测量单元(IMU)(三个旋转的和一个非旋转的)以及导航辅助设备来提供全面的导航解决方案。2018 年后生产的车辆中有三分之二可随时获得里程计和磁力计数据,这些数据可与独立传感器(如支持蓝牙低功耗 (BLE) 的数字罗盘)结合使用。IMU 必须以受控方式旋转,并进行过滤,以考虑偏差和数据噪声。需要经常校准以管理偏差稳定性。本文展示了在高速公路上使用多个 IMU 和辅助传感器,可以在 GPS 失效长达 20 分钟的情况下获得合理的导航解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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