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Embedded Tightly Coupled INS/DGPS-DGAL Navigation Filter on a Mass-Market Single-Board Computer

机译:嵌入式紧密耦合的INS / DGPS-DGAL导航滤波器在大众市场单板计算机上

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This work contributes to the highly relevant research topic of integrating sophisticated navigation algorithms on mass-market embedded platforms for use, for example, on ship pilotage information systems that assist pilots in harbor maneuvers and lock entries. Therefore, the integration of a tightly coupled navigation filter on a Raspberry Pi 4B mass-market single-board computer is presented. An existing unscented Kalman filter (UKF) is integrated into a specially adapted multi-threading framework which uses classic real-time scheduling techniques. The UKF fuses measurements from an industrial-grade inertial measurement unit (IMU) and observations from global satellite navigation systems (GNSS). Hence, a full 6-DOF state estimation is achieved. The results represent a breakthrough for mobile and compact navigation for mass-market applications. To achieve high positioning performance and to enhance the number of usable satellites, recent available differential corrections of a virtual reference station (VRS) for the observations of the new Galileo (GAL) system are used in addition to GPS observations. Real word tests prove the online capability of the approach. Even with the additional GAL satellites, the computational load remains remarkable low. With an average total execution time of 0.45 ms it is proved that a tighly coupled UKF can be integrated on a Raspberry Pi 4B. The UKF achieves 1 m positioning accuracy which meets the International Maritime Organization (IMO) requirements in port areas; under GNSS signal degrading conditions, the average 2D error is about 1.5 m.
机译:这项工作有助于对大众市场嵌入式平台集成的高度相关的研究课题,例如,在船舶飞行员信息系统上有助于港口演习和锁定条目。因此,介绍了在覆盆子PI 4B质量市场单板计算机上的紧密耦合导航滤波器的集成。现有的Uncented Kalman滤波器(UKF)被集成到特殊适应的多线程框架中,该框架使用经典的实时调度技术。 UKF熔断来自工业级惯性测量单元(IMU)的测量和来自全球卫星导航系统(GNSS)的观察。因此,实现了完整的6-DOF状态估计。结果代表了对大众市场应用的移动和紧凑导航的突破。为了实现高定位性能并增强可用卫星的数量,除了GPS观测外,还使用了用于观察新伽利略(GAL)系统的虚拟参考站(VRS)的最新可用差分校正。真正的单词测试证明了这种方法的在线能力。即使使用额外的GAL卫星,计算负载也仍然显着。平均执行时间为0.45ms,证明了一个小耦合的UKF可以集成在覆盆子PI 4b上。 UKF实现了1米的定位准确性,符合国际海事组织(IMO)在港口地区的要求;在GNSS信号劣化条件下,平均2D误差约为1.5米。

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