Detecting spatial and temporal route information of GPS traces

Tao Feng, Harry J P Timmermans

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

2 Citaten (Scopus)
16 Downloads (Pure)

Samenvatting

This paper aims at detecting route information of GPS traces to represent spatial and temporal information of trips. A Bayesian belief network model is used to calculate the probability of a road matching a GPS log point. The algorithm incorporates road network topology, distance from trace nodes to road segments, the angle between two lines, direction difference, accuracy of measured GPS log point, and position of roads. GPS data collected in the Eindhoven region, The Netherlands, is used to examine the performance of this algorithm. Results based on a small sample show that the algorithm has a good performance in both processing efficiency and prediction accuracy of correctly identified instances. Prediction accuracy using a small sample is 87.02 %.

Originele taal-2Engels
TitelGeoinformatics for Intelligent Transportation
RedacteurenIgor Ivan, Itzhak Benenson, Bin Jiang, Jiri Horák, James Haworth, Tomás Inspektor
Plaats van productieDordrecht
UitgeverijKluwer Academic Publishers
Pagina's61-75
Aantal pagina's15
ISBN van elektronische versie978-3-319-11463-7
ISBN van geprinte versie9783319114620
DOI's
StatusGepubliceerd - 2015
Evenement11th Symposium on Geoinformatics for Intelligent Transportation (GIS Ostrava 2014) - Ostrava, Tsjechië
Duur: 27 jan 201429 jan 2014
Congresnummer: 11

Publicatie series

NaamLecture notes in geoinformation and cartography
UitgeverijSpringer International Publishing
Volume214
ISSN van geprinte versie1863-2246

Congres

Congres11th Symposium on Geoinformatics for Intelligent Transportation (GIS Ostrava 2014)
Verkorte titelGIS Ostrava 2014
Land/RegioTsjechië
StadOstrava
Periode27/01/1429/01/14

Vingerafdruk

Duik in de onderzoeksthema's van 'Detecting spatial and temporal route information of GPS traces'. Samen vormen ze een unieke vingerafdruk.

Citeer dit