Gyroscope-Aided Odometry Navigation Using a Highly-Precise Automotive MEMS IMU Complemented by a Low-Cost Sensor Array

被引:4
作者
Blocher, Lukas [1 ]
Mayer, Wolfram [2 ]
Vujadinovic, Milos [1 ]
Haack, Jonas [1 ]
Hofele, Johannes [1 ]
Radovic, Dusan [2 ]
Hiller, Tobias [1 ]
Gerlach, Joachim [3 ]
Bringmann, Oliver [4 ]
机构
[1] Robert Bosch GmbH, Reutlingen, Germany
[2] Bosch Sensortec GmbH, Reutlingen, Germany
[3] Albstadt Sigmaringen Univ, Albstadt, Germany
[4] Univ Tubingen, Embedded Syst, Tubingen, Germany
来源
2022 9TH IEEE INTERNATIONAL SYMPOSIUM ON INERTIAL SENSORS AND SYSTEMS (IEEE INERTIAL 2022) | 2022年
关键词
MEMS inertial sensors; low-cost; automotive; gyroscope; accelerometer; navigation; redundancy; array; motion constraints; inertial measurement unit (IMU); odometry; global navigation satellite system (GNSS); initial heading;
D O I
10.1109/INERTIAL53425.2022.9787758
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper examines vehicle navigation employing a redundant array of two different types of MEMS inertial sensors in combination with wheel speed sensors. We compare the position precision of a purely inertial strap-down algorithm with motion-constraints (SMC, [1]) to gyroscope-aided odometry navigation (GAO). An RTK-corrected GNSS was used in parallel to generate the reference trajectory. Initial heading of both methods was determined by a dual-antenna GNSS moving baseline setup. Across five repeated experiments with a traveled distance of 1600m over 275 s each, GAO delivered a mean RMSE of 4.36 m, whereas SMC resulted in errors of 634 m. For GAO, we show that initial heading error was dominant compared to the influences of gyroscope noise. Determining accurate initial heading is therefore deemed crucial for applications with prolonged GNSS outages.
引用
收藏
页数:4
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