Matching authority and VGI road networks using an extended node-based matching algorithm

The amount of volunteered geographic information (VGI) has increased over the past decade, and several studies have been conducted to evaluate the quality of VGI data. In this study, we evaluate the completeness of the road network in the VGI data set OpenStreetMap (OSM). The evaluation is based on...

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Published inGeo-spatial information science Vol. 18; no. 2-3; pp. 65 - 80
Main Authors Abdolmajidi, Ehsan, Mansourian, Ali, Will, Julian, Harrie, Lars
Format Journal Article
LanguageEnglish
Published Taylor & Francis 03.07.2015
Subjects
Online AccessGet full text
ISSN1009-5020
1993-5153
1993-5153
DOI10.1080/10095020.2015.1071065

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Abstract The amount of volunteered geographic information (VGI) has increased over the past decade, and several studies have been conducted to evaluate the quality of VGI data. In this study, we evaluate the completeness of the road network in the VGI data set OpenStreetMap (OSM). The evaluation is based on an accurate and efficient network-matching algorithm. The study begins with a comparison of the two main strategies for network matching: segment-based and node-based matching. The comparison shows that the result quality is comparable for the two strategies, but the node-based result is considerably more computationally efficient. Therefore, we improve the accuracy of node-based algorithm by handling topological relationships and detecting patterns of complicated network components. Finally, we conduct a case study on the extended node-based algorithm in which we match OSM to the Swedish National Road Database (NVDB) in Scania, Sweden. The case study reveals that OSM has a completeness of 87% in the urban areas and 69% in the rural areas of Scania. The accuracy of the matching process is approximately 95%. The conclusion is that the extended node-based algorithm is sufficiently accurate and efficient for conducting surveys of the quality of OSM and other VGI road data sets in large geographic regions.
AbstractList The amount of volunteered geographic information (VGI) has increased over the past decade, and several studies have been conducted to evaluate the quality of VGI data. In this study, we evaluate the completeness of the road network in the VGI data set OpenStreetMap (OSM). The evaluation is based on an accurate and efficient network-matching algorithm. The study begins with a comparison of the two main strategies for network matching: segment-based and node-based matching. The comparison shows that the result quality is comparable for the two strategies, but the node-based result is considerably more computationally efficient. Therefore, we improve the accuracy of node-based algorithm by handling topological relationships and detecting patterns of complicated network components. Finally, we conduct a case study on the extended node-based algorithm in which we match OSM to the Swedish National Road Database (NVDB) in Scania, Sweden. The case study reveals that OSM has a completeness of 87% in the urban areas and 69% in the rural areas of Scania. The accuracy of the matching process is approximately 95%. The conclusion is that the extended node-based algorithm is sufficiently accurate and efficient for conducting surveys of the quality of OSM and other VGI road data sets in large geographic regions.
Author Mansourian, Ali
Abdolmajidi, Ehsan
Harrie, Lars
Will, Julian
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Snippet The amount of volunteered geographic information (VGI) has increased over the past decade, and several studies have been conducted to evaluate the quality of...
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SubjectTerms Algorithms
Earth and Related Environmental Sciences
geographic data
Geovetenskap och relaterad miljövetenskap
Human Geography
Kulturgeografi
Mapping
Matching
Natural Sciences
Naturgeografi
Naturvetenskap
Networks
node-based matching
Open systems
OpenStreetMap (OSM)
pattern detection
Physical Geography
Roads
Samhällsvetenskap
segment-based matching
Social and Economic Geography
Social och ekonomisk geografi
Social Sciences
Strategy
Swedish National Road Database (NVDB)
volunteered geographic information (VGI)
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Title Matching authority and VGI road networks using an extended node-based matching algorithm
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