Low-latency GNSS multipath simulator for real-time applications in autonomous driving

被引:3
作者
Oconnor, Marcus [1 ,2 ]
Ruwisch, Fabian [1 ]
Kersten, Tobias [1 ]
Skupin, Christian [3 ]
Ren, Le [2 ]
Wuebbena, Temmo [2 ]
Schoen, Steffen [1 ]
机构
[1] Leibniz Univ Hannover, Hannover, Germany
[2] Geo GmbH, Garbsen, Germany
[3] Robert Bosch GmbH, Gerlingen, Germany
来源
PROCEEDINGS OF THE 2021 IEEE/ACM 25TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED SIMULATION AND REAL TIME APPLICATIONS (DS-RT 2021) | 2021年
关键词
gpgpu; performance; multipath; autonomous driving; traffic simulation; GNSS;
D O I
10.1109/DS-RT52167.2021.9576146
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
It is essential to periodically provide precise position estimations to realize fully autonomous driving in all kinds of environments, especially in dense urban areas. Global Navigation Satellite System (GNSS) technology has the potential to provide positioning accuracy at a centimetre level. In urban environments the occurrence of satellite signal reflection and diffraction, also called multipath, is a challenging source of GNSS errors. A scalable real-time multipath simulator is created to face this problem and mitigate potential multipath errors. The inputs of the simulator are 3D building data, satellite positions and vehicle positions. A GPU memory manager and a specialised load balancer allow fast multipath analysis. Experiments show that the outputs of the simulator can improve the positioning accuracy of the positioning engine. The scalability of the simulator is shown by connecting the multipath simulator with a traffic simulator.
引用
收藏
页数:9
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