Title :
Real-time traffic monitoring by fusing floating car data with stationary detector data
Author :
Houbraken, Maarten ; Audenaert, Pieter ; Colle, Didier ; Pickavet, Mario ; Scheerlinck, Karolien ; Yperman, Isaak ; Logghe, Steven
Author_Institution :
Dept. of Inf. Technol., Ghent Univ., Ghent, Belgium
Abstract :
Applying the current technological possibilities has led to a wide range of traffic monitoring systems. These heterogeneous data sources individually provide a view on the current traffic state, each source having its own properties and (dis)advantages. However, these different sources can be aggregated to create a single traffic state estimation. This paper presents a data fusion algorithm that combines data on the data sample level. The proposed system fuses floating car data with stationary detector data and was implemented on live traffic. Results show the fusion algorithm allows to eliminate individual source bias and alleviates source-specific limitations.
Keywords :
sensor fusion; traffic engineering computing; data fusion algorithm; floating car data; real-time traffic monitoring; stationary detector data; Data integration; Detectors; Estimation; Monitoring; Real-time systems; Roads; data fusion; floating car data; stationary detector data; traffic state estimation;
Conference_Titel :
Models and Technologies for Intelligent Transportation Systems (MT-ITS), 2015 International Conference on
Conference_Location :
Budapest
Print_ISBN :
978-9-6331-3140-4
DOI :
10.1109/MTITS.2015.7223247