基于 GNSS 和激光雷达的自定位无缝切换实验研究

Pub Date : 2023-12-20 DOI:10.20965/jrm.2023.p1514
T. Hasegawa, Haruki Miyoshi, Shin’ichi Yuta
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引用次数: 0

摘要

成功开发了一种自定位方法,可无缝切换使用正态分布变换(NDT)扫描匹配和实时运动学全球导航卫星系统(GNSS)估算的位置和姿态。该方法遇到的问题之一是不同估算方法之间共享全局坐标。因此,无损检测扫描匹配中使用的三维环境地图是基于全球导航卫星系统使用的平面直角坐标系创建的,以获得有关实际地形和地理特征的位置、形状和大小的准确信息。因此,不同方法之间的无缝切换可使移动机器人稳定地获得准确的估计位置和姿态。在 2022 年筑波挑战赛中,利用这种自定位方法进行了自动驾驶实验,移动机器人在城市地区完成了超过 2 公里的指定路线。
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Experimental Study of Seamless Switch Between GNSS- and LiDAR-Based Self-Localization
A self-localization method that can seamlessly switch positions and attitudes estimated using normal distributions transform (NDT) scan matching and a real-time kinematic global navigation satellite system (GNSS) is successfully developed. One of the issues encountered in this method is the sharing of global coordinates among the different estimation methods. Therefore, the three-dimensional environmental maps utilized in the NDT scan matching are created based on the planar Cartesian coordinate system used in the GNSS to obtain accurate information regarding the location, shape, and size of the actual terrain and geographic features. Consequently, seamlessly switching between different methods enables mobile robots to stably obtain accurate estimated positions and attitudes. An autonomous driving experiment is conducted using this self-localization method in the Tsukuba Challenge 2022, and the mobile robot completed a designated course involving more than 2 km in an urban area.
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