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2017 | OriginalPaper | Chapter

Using OpenStreetMap for Autonomous Mobile Robot Navigation

Authors : Patrick Fleischmann, Thomas Pfister, Moritz Oswald, Karsten Berns

Published in: Intelligent Autonomous Systems 14

Publisher: Springer International Publishing

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Abstract

In this paper, the integration of OpenStreetMap (OSM) geodata to a robot system which focuses on autonomous off-highway driving is presented. It is shown, how the OSM data is enriched with other data sources and how the map information is processed to generate a path that fits to the capabilities of the robot. Based on the map information, the quality of Global Satellite Navigation System (GNSS) signals is estimated and incorporated into the routing process, e.g. to avoid path with a high probably of GNSS disturbances. Furthermore, it is demonstrated how the robot’s localization based on a Carlson filter can be improved by these estimations.

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Literature
1.
go back to reference Haklay, M., Weber, P.: Openstreetmap: User-generated street maps. IEEE Pervasive Comput. 7(4), 12–18 (2008)CrossRef Haklay, M., Weber, P.: Openstreetmap: User-generated street maps. IEEE Pervasive Comput. 7(4), 12–18 (2008)CrossRef
2.
go back to reference Madrigal, A.C.: The trick that makes google’s self-driving cars work. The Atlantic 5 (2014) Madrigal, A.C.: The trick that makes google’s self-driving cars work. The Atlantic 5 (2014)
3.
go back to reference Over, M., Schilling, A., Neubauer, S., Zipf, A.: Generating web-based 3d city models from openstreetmap: the current situation in germany. Comput. Environ. Urban Syst. 34(6), 496–507 (2010)CrossRef Over, M., Schilling, A., Neubauer, S., Zipf, A.: Generating web-based 3d city models from openstreetmap: the current situation in germany. Comput. Environ. Urban Syst. 34(6), 496–507 (2010)CrossRef
4.
go back to reference Neis, P., Zielstra, D., Zipf, A.: The street network evolution of crowdsourced maps: openstreetmap in germany 2007–2011. future Internet 4(1), 1–21 (2011)CrossRef Neis, P., Zielstra, D., Zipf, A.: The street network evolution of crowdsourced maps: openstreetmap in germany 2007–2011. future Internet 4(1), 1–21 (2011)CrossRef
5.
go back to reference Hentschel, M., Wagner, B.: Autonomous robot navigation based on openstreetmap geodata. In: 2010 13th International IEEE Conference on Intelligent Transportation Systems (ITSC), IEEE, pp. 1645–1650 (2010) Hentschel, M., Wagner, B.: Autonomous robot navigation based on openstreetmap geodata. In: 2010 13th International IEEE Conference on Intelligent Transportation Systems (ITSC), IEEE, pp. 1645–1650 (2010)
6.
go back to reference Pereira, E.C., De Lima, D.A., Victorino, A.C.: Autonomous vehicle global navigation approach associating sensor based control and digital maps. In: IEEE International Conference on Robotics and Biomimetics, 2014. ROBIO’14 (2014) Pereira, E.C., De Lima, D.A., Victorino, A.C.: Autonomous vehicle global navigation approach associating sensor based control and digital maps. In: IEEE International Conference on Robotics and Biomimetics, 2014. ROBIO’14 (2014)
7.
go back to reference Floros, G., van der Zander, B., Leibe, B.: Openstreetslam: global vehicle localization using openstreetmaps. In: 2013 IEEE International Conference on Robotics and Automation (ICRA), IEEE, pp. 1054–1059 (2013) Floros, G., van der Zander, B., Leibe, B.: Openstreetslam: global vehicle localization using openstreetmaps. In: 2013 IEEE International Conference on Robotics and Automation (ICRA), IEEE, pp. 1054–1059 (2013)
8.
go back to reference Brubaker, M., Geiger, A., Urtasun, R., et al.: Lost! leveraging the crowd for probabilistic visual self-localization. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), IEEE, pp. 3057–3064 (2013) Brubaker, M., Geiger, A., Urtasun, R., et al.: Lost! leveraging the crowd for probabilistic visual self-localization. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), IEEE, pp. 3057–3064 (2013)
9.
go back to reference Ruchti, P., Steder, B., Ruhnke, M., Burgard, W.: Localization on openstreetmap data using a 3d laser scanner. In: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA) (2015) Ruchti, P., Steder, B., Ruhnke, M., Burgard, W.: Localization on openstreetmap data using a 3d laser scanner. In: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA) (2015)
10.
go back to reference Mandel, C., Birbach, O.: Localization in urban environments by matching sensor data to map information. In: 2013 European Conference on Mobile Robots (ECMR), IEEE, pp. 50–55 (2013) Mandel, C., Birbach, O.: Localization in urban environments by matching sensor data to map information. In: 2013 European Conference on Mobile Robots (ECMR), IEEE, pp. 50–55 (2013)
11.
go back to reference Suzuki, T., Kitamura, M., Amano, Y., Hashizume, T.: High-accuracy gps and glonass positioning by multipath mitigation using omnidirectional infrared camera. In: 2011 IEEE International Conference on Robotics and Automation (ICRA), IEEE, pp. 311–316 (2011) Suzuki, T., Kitamura, M., Amano, Y., Hashizume, T.: High-accuracy gps and glonass positioning by multipath mitigation using omnidirectional infrared camera. In: 2011 IEEE International Conference on Robotics and Automation (ICRA), IEEE, pp. 311–316 (2011)
12.
go back to reference Marais, J., Meurie, C., Attia, D., Ruichek, Y., Flancquart, A.: Toward accurate localization in guided transport: combining gnss data and imaging information. Transp. Res. Part C: Emerg. Technol. 43, 188–197 (2014)CrossRef Marais, J., Meurie, C., Attia, D., Ruichek, Y., Flancquart, A.: Toward accurate localization in guided transport: combining gnss data and imaging information. Transp. Res. Part C: Emerg. Technol. 43, 188–197 (2014)CrossRef
13.
go back to reference Obst, M., Bauer, S., Wanielik, G.: Urban multipath detection and mitigation with dynamic 3d maps for reliable land vehicle localization. In: Position Location and Navigation Symposium (PLANS), 2012 IEEE/ION, IEEE, pp. 685–691 (2012) Obst, M., Bauer, S., Wanielik, G.: Urban multipath detection and mitigation with dynamic 3d maps for reliable land vehicle localization. In: Position Location and Navigation Symposium (PLANS), 2012 IEEE/ION, IEEE, pp. 685–691 (2012)
14.
go back to reference Miura, S., Hisaka, S., Kamijo, S.: Gps multipath detection and rectification using 3d maps. In: 2013 16th International IEEE Conference on Intelligent Transportation Systems-(ITSC), IEEE, pp. 1528–1534 (2013) Miura, S., Hisaka, S., Kamijo, S.: Gps multipath detection and rectification using 3d maps. In: 2013 16th International IEEE Conference on Intelligent Transportation Systems-(ITSC), IEEE, pp. 1528–1534 (2013)
15.
go back to reference Carlson, N.A.: Fast triangular formulation of the square root filter. AIAA J. 11(9), 1259–1265 (1973)CrossRef Carlson, N.A.: Fast triangular formulation of the square root filter. AIAA J. 11(9), 1259–1265 (1973)CrossRef
Metadata
Title
Using OpenStreetMap for Autonomous Mobile Robot Navigation
Authors
Patrick Fleischmann
Thomas Pfister
Moritz Oswald
Karsten Berns
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-48036-7_64

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