3D LiDAR Aided GNSS Real-time Kinematic Positioning

نویسندگان

چکیده

Global navigation satellite system real-time kinematic (GNSS-RTK) positioning is an indispensable source for providing absolute autonomous driving vehicles (ADV), due to its high accuracy when a fixed solution achieved. Satisfactory can be obtained in open areas. However, the performance of GNSS-RTK significantly degraded by signal reflections from buildings, causing multipath effects and non-line-of-sight (NLOS) receptions. To fill this gap, paper proposed novel method exclude potential GNSS NLOS receptions, aided local environment description generated with 3D LiDAR inertial sensor, further improve GNSS-RTK. The description, point cloud map, built via LiDAR/inertial integration using factor graph optimization. Then receptions are detected remove maps before positioning. Finally, improved adopted correct drift map derived integration. effectiveness verified through challenging dataset collected urban canyons Hong Kong automobile-level low-cost receiver.

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ژورنال

عنوان ژورنال: Proceedings of the Satellite Division's International Technical Meeting

سال: 2021

ISSN: ['2331-5911', '2331-5954']

DOI: https://doi.org/10.33012/2021.18072