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Autonomous Vehicle Navigation with Carrier Phase DGPS and Laser-Scanner Augmentation

机译:具有载波相位DGPS和激光扫描仪增强功能的自动车辆导航

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摘要

This paper describes the design implementation and evaluation of a horizontal navigation system aided by a carrier phase di_erential Global Positioning System (GPS) receiver and a Laser-Scanner (LS) for an Autonomous Ground Vehicle (AGV). The high accuracy vehicle navigation system is highly demanded for advanced AGVs. Although high positioning accuracy is achievable by a high performance RTK-GPS receiver, the performance should be considerably degraded in a high-blockage environment due to tall buildings and other obstacles. The navigation system proposed here is to provide decimetre-level positioning accuracy in such a severe environment for precise GPS positioning. The horizontal navigation system is composed of a low cost Fiber Optic Gyro (FOG) and a precise odometer. The navigation errors are estimated using a tightly coupled Extended Kalman Filter (EKF). The measurements of the EKF are double di_erenced code and carrier phase from a dual frequency GPS receiver and relative positions derived from laser scanner measurements. The performance was analysed by numerical simulations and was verified by field test results. This paper shows that decimetre-level positioning accuracy is achievable under poor satellite visibility. The robustness of the system is evaluated in some partial-satellite-blockage cases having less than four satellites. This result was confirmed by postprocessing analysis based on the real field data.
机译:本文介绍了一种水平导航系统的设计实现和评估,该系统由载波相位差分全球定位系统(GPS)接收器和自动地面车辆(AGV)的激光扫描仪(LS)辅助。先进的AGV高度需要高精度的车辆导航系统。尽管高性能的RTK-GPS接收机可以实现较高的定位精度,但由于高楼大厦和其他障碍物,在高障碍环境中的性能应大大降低。在此提出的导航系统将在如此严酷的环境中提供分米级的定位精度,以实现精确的GPS定位。水平导航系统由低成本的陀螺仪光纤(FOG)和精确的里程表组成。使用紧密耦合的扩展卡尔曼滤波器(EKF)估算导航误差。 EKF的测量是双频码和来自双频GPS接收机的载波相位,以及从激光扫描仪测量得出的相对位置。通过数值模拟对性能进行了分析,并通过现场测试结果进行了验证。本文表明,在较差的卫星能见度下,可以达到十米级的定位精度。在少于四个卫星的某些部分卫星阻塞情况下,评估了系统的鲁棒性。该结果通过基于实际数据的后处理分析得到了证实。

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