Integrity-Based Path Planning Strategy for Urban Autonomous Vehicular Navigation Using GPS and Cellular Signals

被引:11
作者
Lee, Halim [1 ]
Seo, Jiwon [1 ]
Kassas, Zaher M. [2 ]
机构
[1] Yonsei Univ, Sch Integrated Technol, Seoul, South Korea
[2] Univ Calif Irvine, Irvine, CA USA
来源
PROCEEDINGS OF THE 33RD INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2020) | 2020年
基金
美国国家科学基金会;
关键词
ALGORITHM; GNSS; MITIGATION; EXCLUSION; SYSTEMS; IMPACT;
D O I
10.33012/2020.17589
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
An integrity-based path planning strategy for autonomous ground vehicle (AGV) navigation in urban environments is developed. The vehicle is assumed to navigate by utilizing cellular long-term evolution (LTE) signals in addition to Global Positioning System (GPS) signals. Given a desired destination, an optimal path is calculated, which minimizes a cost function that considers both the horizontal protection level (HPL) and travel distance. The constraints are that (i) the ratio of nodes with faulty signals to the total nodes be lower than a maximum allowable ratio and (ii) the HPLs along each candidate path be lower than the horizontal alert limit (HAL). To predict the faults and HPL before the vehicle is driven, GPS and LTE pseudoranges along the candidate paths are generated utilizing a commercial ray-tracing software and three-dimensional (3D) terrain and building maps. Simulated pseudoranges inform the path planning algorithm about potential biases due to reflections from buildings in urban environments. Simulation results are presented showing that the optimal path produced by the proposed path planning strategy has the minimum average HPL among the candidate paths.
引用
收藏
页码:2347 / 2357
页数:11
相关论文
共 45 条
[1]  
[Anonymous], 2006, Navigation using signals of opportunity in the AM transmission band
[2]  
[Anonymous], 2019, J ADV NAVIGATION TEC, DOI DOI 10.3740/MRSK.2019.29.7.437
[3]  
Blanch J, 2012, I NAVIG SAT DIV INT, P2828
[4]  
CBlnsights, 2017, 44 CORP WORK AUT VEH
[5]   Is FM a RF-Based Positioning Solution in a Metropolitan-Scale Environment? A Probabilistic Approach With Radio Measurements Analysis [J].
Fang, Shih-Hau ;
Chen, Jen-Chian ;
Huang, Hao-Ru ;
Lin, Tsung-Nan .
IEEE TRANSACTIONS ON BROADCASTING, 2009, 55 (03) :577-588
[6]  
Gebre-Egziabher Demoz., 2009, GNSS Applications and Methods
[7]   GPS Jamming and the Impact on Maritime Navigation [J].
Grant, Alan ;
Williams, Paul ;
Ward, Nick ;
Basker, Sally .
JOURNAL OF NAVIGATION, 2009, 62 (02) :173-187
[8]   A Survey of Spoofing and Counter-Measures [J].
Guenther, Christoph .
NAVIGATION-JOURNAL OF THE INSTITUTE OF NAVIGATION, 2014, 61 (03) :159-177
[9]   Solving the multi-objective path planning problem in mobile robotics with a firefly-based approach [J].
Hidalgo-Paniagua, Alejandro ;
Vega-Rodriguez, Miguel A. ;
Ferruz, Joaquin ;
Pavon, Nieves .
SOFT COMPUTING, 2017, 21 (04) :949-964
[10]   Known Vulnerabilities of Global Navigation Satellite Systems, Status, and Potential Mitigation Techniques [J].
Ioannides, Rigas Themistoklis ;
Pany, Thomas ;
Gibbons, Glen .
PROCEEDINGS OF THE IEEE, 2016, 104 (06) :1174-1194