arXiv:2506.02877cs.RO2025-06中稿 · the ION 2024 Pacif…

不依赖基站的铲车定位技术,实现厘米级精准状态估计。

Automatic Operation of an Articulated Dump Truck: State Estimation by Combined QZSS CLAS and Moving-Base RTK Using Multiple GNSS Receivers

  • 融合日本准天顶卫星的CLAS与多天线移动基准RTK,构建因子图优化状态估计算法。
  • 实测表明,定位精度与传统RTK相当,且无需地面参考站。
  • 适合山区等网络信号差的工地自动化场景,尤其适用于劳动力短缺地区。

由于出生率下降导致劳动力短缺,建筑业自动化日益受到关注。本文提出一种利用多GNSS接收器实现自卸车位置、朝向及铰接角度状态估计的方法,用于实现铲车自动作业。尽管RTK-GNSS常用于施工设备自动化,但在山区移动网络不稳定,依赖基准站的RTK-GNSS难以使用。为此,本文开发了一种不依赖基准站的状态估计算法,利用日本准天顶卫星系统(QZSS)的厘米级增强服务(CLAS)。虽然CLAS定位精度和模糊度固定率低于RTK-GNSS,但通过因子图优化,融合CLAS与多天线间的移动基准RTK-GNSS数据,有效提升性能。实地环境测试表明,该方法在无基准站条件下实现了与传统RTK-GNSS相当的定位精度。

原文摘要 · Abstract (English)

Labor shortage due to the declining birth rate has become a serious problem in the construction industry, and automation of construction work is attracting attention as a solution to this problem. This paper proposes a method to realize state estimation of dump truck position, orientation and articulation angle using multiple GNSS for automatic operation of dump trucks. RTK-GNSS is commonly used for automation of construction equipment, but in mountainous areas, mobile networks often unstable, and RTK-GNSS using GNSS reference stations cannot be used. Therefore, this paper develops a state estimation method for dump trucks that does not require a GNSS reference station by using the Centimeter Level Augmentation Service (CLAS) of the Japanese Quasi-Zenith Satellite System (QZSS). Although CLAS is capable of centimeter-level position estimation, its positioning accuracy and ambiguity fix rate are lower than those of RTK-GNSS. To solve this problem, we construct a state estimation method by factor graph optimization that combines CLAS positioning and moving-base RTK-GNSS between multiple GNSS antennas. Evaluation tests under real-world environments have shown that the proposed method can estimate the state of dump trucks with the same accuracy as conventional RTK-GNSS, but does not require a GNSS reference station.

自动驾驶定位GNSS

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。