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Visual Interactive Map Matching.

Authors :
Kruger, Robert
Simeonov, Georgi
Beck, Fabian
Ertl, Thomas
Source :
IEEE Transactions on Visualization & Computer Graphics; Jun2018, Vol. 24 Issue 6, p1881-1892, 12p
Publication Year :
2018

Abstract

Map matching is the process of assigning observed geographic positions of vehicles and their trajectories to the actual road links in a road network. In this paper, we present Visual Interactive Map Matching, a visual analytics approach to fine-tune the data preprocessing and matching process. It is based on ST-matching, a state-of-the-art and easy-to-understand map matching algorithm. Parameters of the preprocessing step and algorithm can be optimized with immediate visual feedback. Visualizations show current matching issues and performance metrics on a map and in diagrams. Manual and computer-supported editing of the road network model leads to a refined alignment of trajectories and roads. We demonstrate our approach with large-scale taxi trajectory data. We show that optimizing the matching on a subsample results in considerably improved matching quality, also when later scaled to the full dataset. An optimized matching ensures data faithfulness and prevents misinterpretation when the matched data might be investigated in follow-up analysis. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
10772626
Volume :
24
Issue :
6
Database :
Complementary Index
Journal :
IEEE Transactions on Visualization & Computer Graphics
Publication Type :
Academic Journal
Accession number :
129455385
Full Text :
https://doi.org/10.1109/TVCG.2018.2816219