Abstract
GPS trajectories of vehicles moving on a road network are a valuable source of traffic information. However, the sheer volume of available data makes it challenging to identify and visualize salient patterns. Meaningful visual summaries of trajectory collections require that both the trajectories and the underlying network are aggregated and simplified in a coherent manner. In this paper we propose a coordinated fully-automated pipeline for computing a schematic overview of mobility patterns from a collection of trajectories on a street network. Our pipeline utilizes well-known building blocks from GIS, automated cartography, and trajectory analysis: map matching, road selection, schematization, movement patterns, and metro-map style rendering. We showcase the results of our pipeline on two real-world trajectory collections around The Hague and Beijing.
Original language | English |
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Title of host publication | 11th International Conference on Geographic Information Science - Part II, GIScience 2021 |
Editors | Krzysztof Janowicz, Judith A. Verstegen |
Publisher | Schloss Dagstuhl - Leibniz-Zentrum für Informatik |
Pages | VII |
ISBN (Electronic) | 9783959772082 |
DOIs | |
Publication status | Published - 1 Sept 2021 |
Event | 11th International Conference on Geographic Information Science - Part II, GIScience 2021 - Virtual, Poznan, Poland Duration: 27 Sept 2021 → 30 Sept 2021 |
Publication series
Name | Leibniz International Proceedings in Informatics, LIPIcs |
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Volume | 208 |
ISSN (Print) | 1868-8969 |
Conference
Conference | 11th International Conference on Geographic Information Science - Part II, GIScience 2021 |
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Country/Territory | Poland |
City | Virtual, Poznan |
Period | 27/09/21 → 30/09/21 |
Bibliographical note
Funding Information:Funding Bram Custers: Supported by HERE Technologies and the Dutch Research Council (NWO); 628.011.005.
Publisher Copyright:
© Bram Custers, Wouter Meulemans, Bettina Speckmann, and Kevin Verbeek; licensed under Creative Commons License CC-BY 4.0
Funding
Funding Bram Custers: Supported by HERE Technologies and the Dutch Research Council (NWO); 628.011.005.
Keywords
- Schematization
- Trajectories
- Visualization