A General Framework for 3-D Parameters Estimation of Roads Using GPS, OSM and DEM Data

被引:11
作者
Boucher, Christophe [1 ,2 ]
Noyer, Jean-Charles [1 ]
机构
[1] Univ Littoral Cote dOpale, Lab Informat Signal & Image Cote Opale, F-59183 Dunkerque, France
[2] 50 Rue Ferdinand Buisson,BP 719, F-62228 Calais, France
关键词
multi-sensor fusion; non-linear filtering; GNSS-based navigation; land-vehicle localization; digital road maps; digital elevation models; TRACKING;
D O I
10.3390/s18010041
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A growing number of applications needs GIS mapping information and commercial 3-D roadmaps especially. This paper presents a solution of accessing freely to 3-D map information and updating in the context of transport applications. The method relies on the OSM road networks that is 2-D modeled intrinsically. The objective is to estimate the road elevation and inclination parameters by fusing GPS, OSM and DEM data through a nonlinear filter. An experimental framework, using ASTER GDEM2 data, shows some results of the improvement of the roads modeling that includes their slopes also. The map database can be enriched with the estimated inclinations. The accuracy depends on the GPS and DEM elevation errors (typically a few meters with the GNSS sensors used and the DEM under consideration).
引用
收藏
页数:16
相关论文
共 29 条
[1]  
[Anonymous], 1996, TECHNICAL REPORT
[2]   A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking [J].
Arulampalam, MS ;
Maskell, S ;
Gordon, N ;
Clapp, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (02) :174-188
[3]  
BAE Systems, 2014, US GUID MSP GEOGR TR
[4]  
BENNET J., 2010, OPENSTREETMAP
[5]  
Boucher C, 2012, P IEEE AESS EUR C SA
[6]  
Boucher C, 2014, INT CONF CONNECT VEH, P871, DOI 10.1109/ICCVE.2014.7297680
[7]   Fusion of GPS, OSM and DEM Data for Estimating Road Network Elevation [J].
Boucher, Christophe .
2013 FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE, COMMUNICATION SYSTEMS AND NETWORKS (CICSYN), 2013, :273-278
[8]  
Cabani A, 2015, IEEE INT VEH SYM, P785, DOI 10.1109/IVS.2015.7225780
[9]  
Chewputtanagul P., 2004, TENCON 2004. 2004 IEEE Region 10 Conference (IEEE Cat. No. 04CH37582), P225
[10]  
Colosimo G, 2009, P 29 EARSEL S 15 18