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Map matching algorithm : empirical review based on Indian open street map road network data
Joint Authors
Source
The International Arab Journal of Information Technology
Issue
Vol. 19, Issue 2 (31 Mar. 2022), pp.143-149, 7 p.
Publisher
Zarqa University Deanship of Scientific Research
Publication Date
2022-03-31
Country of Publication
Jordan
No. of Pages
7
Main Subjects
Information Technology and Computer Science
Abstract EN
Locating devices on the road network is crucial for any location-based system.
Accuracy of map matching algorithms may highly affect the accuracy of any location-based service.
This paper includes an empirical review of five major map matching algorithms for locating a device on a digital road network.
A standard dataset was used to simulate the working of map matching algorithms.
After ascertaining the accuracy of map matching algorithms, it was tested on a real road network.
Six different routes varying from 0.6 kilometers to 32 kilometers, covering a total distance of 82.2 kilometers were included in the experiment.
Performance of map matching algorithms was evaluated on a total of 2094 road nodes with 1271070 Global Positioning System (GPS) points on the basis of matched, unmatched nodes with root mean square error.
It was concluded that Hidden-Markov Model based map matching algorithms has reasonably good accuracy (96% using global data and 89% using Indian dataset) and execution time in comparison to geometric, topological, Kalman filter and Frechet distance based algorithms.
American Psychological Association (APA)
Singh, Saravjeet& Singh, Jaiteg. 2022. Map matching algorithm : empirical review based on Indian open street map road network data. The International Arab Journal of Information Technology،Vol. 19, no. 2, pp.143-149.
https://search.emarefa.net/detail/BIM-1437170
Modern Language Association (MLA)
Singh, Saravjeet& Singh, Jaiteg. Map matching algorithm : empirical review based on Indian open street map road network data. The International Arab Journal of Information Technology Vol. 19, no. 2 (Mar. 2022), pp.143-149.
https://search.emarefa.net/detail/BIM-1437170
American Medical Association (AMA)
Singh, Saravjeet& Singh, Jaiteg. Map matching algorithm : empirical review based on Indian open street map road network data. The International Arab Journal of Information Technology. 2022. Vol. 19, no. 2, pp.143-149.
https://search.emarefa.net/detail/BIM-1437170
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 147-149
Record ID
BIM-1437170