University of Bahrain
Scientific Journals

A Study of Pre-Processing Technique for Map-Matching Schemes of GPS-Enabled Vehicles

Show simple item record Chandio, Aftab Ahmed Zhang, Fan Kalhoro, Zubair Ahmed Korejo, Imtiaz Ali Chandio, Muhammad Saleem 2018-07-09T06:52:06Z 2018-07-09T06:52:06Z 2017-01-01
dc.identifier.issn 2210-142X
dc.description.abstract This study towards the Map-Matching process that is useful to align a location of Global Positioning System (GPS) of vehicles on the digital road networks. Today’s GPS-enabled vehicles in developed countries generate a big volume of GPS data. On the other hand, the development of new roads in the city enables the road network very complex and difficult to match the vehicles’ location. So therefore, different techniques (i.e., pre-processing techniques) may be applied before the map-matching process is a recent concern of the Intelligent Transport System (ITS) research community. In this paper, we introduce the pre-processing technique; splitting the road network graph and processing the Single Source Shortest Path (SSSP) in synchronize parallel processing in the Hadoop environment. The proposed technique enables the map-matching schemes efficient to align the GPS points on the digital road networks. In the experimental work, the results of the map-matching schemes (i.e., found in the literature review) incorporated with our proposed pre-processing technique shows better performance in aspect to the response time. en_US
dc.language.iso en_US en_US
dc.publisher University of Bahrain en_US
dc.rights Attribution-NonCommercial-ShareAlike 4.0 International *
dc.rights.uri *
dc.subject Map-Matching en_US
dc.subject GPS en_US
dc.subject splitting a road network en_US
dc.subject , Pre-processing en_US
dc.subject SSSP en_US
dc.subject Bulk synchronize parallel en_US
dc.subject BSP en_US
dc.title A Study of Pre-Processing Technique for Map-Matching Schemes of GPS-Enabled Vehicles en_US
dc.type Article en_US
dc.volume 06
dc.issue 01
dc.pagestart 37
dc.pageend 43
dc.source.title International Journal of Computing and Digital Systems
dc.abbreviatedsourcetitle IJCDS

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