Incremental Navigation Map Enhancement with GPS Tracks from Heterogeneous Sources

Michal Vesely, Clemens Novak, Andreas Reh, Herwig Mayr

Research output: Chapter in Book/Report/Conference proceedingsConference contribution

2 Citations (Scopus)

Abstract

This contribution describes our approach to incremental navigation map generation and enhancement based on Global Positioning System (GPS) track data gathered through tracing the paths of entities with heterogeneous mobility models (e.g., pedestrians, bicyclists, cars, etc.). Our generic prototypical implementation is able to generate navigable maps from scratch as well as to enhance existing maps by deriving changes in the original map from the GPS tracks input, and to offer map updates for public download. For the core functionality of incremental semi-automatic map learning, a proprietary graph matching algorithm is combined with a set of models that take the varieties of input data into consideration. Areas of application comprise the continuous enhancement of navigation systems, their personalized adaptation, optimization of fleet management, and the generation of integral harmonized navigation data from heterogeneous sources.
Original languageEnglish
Title of host publicationProceedings of the 2008 International Conference on Artificial Intelligence, ICAI 2008 and Proceedings of the 2008 International Conference on Machine Learning; Models, Technologies and Applications
PublisherCSREA Press
Pages787-793
Number of pages7
ISBN (Print)1601320728, 9781601320728
Publication statusPublished - 2008
EventWorldcomp 08 - The 2008 World Congress in Computer Science, Computer Engineering and Applied Computing - Las Vegas, United States
Duration: 14 Jul 200817 Jul 2008
http://www.world-academy-of-science.org/worldcomp08/ws

Publication series

NameProceedings of the 2008 International Conference on Artificial Intelligence, ICAI 2008 and Proceedings of the 2008 International Conference on Machine Learning; Models, Technologies and Applications

Conference

ConferenceWorldcomp 08 - The 2008 World Congress in Computer Science, Computer Engineering and Applied Computing
CountryUnited States
CityLas Vegas
Period14.07.200817.07.2008
Internet address

Keywords

  • graph learning
  • graph matching
  • digital map
  • incremental update
  • GPS
  • Graph learning
  • Digital map
  • Incremental update
  • Graph matching

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