DocumentCode
2904002
Title
Improvement of multisensor fusion in speed limit determination by quantifying navigation reliability
Author
Puthon, Anne-Sophie ; Nashashibi, Fawzi ; Bradai, Benazouz
Author_Institution
Robot. Centre, Mines ParisTech, Paris, France
fYear
2010
fDate
19-22 Sept. 2010
Firstpage
855
Lastpage
860
Abstract
Speed limit determination is a complex task that may be solved by fusing data from GIS (Geographical Information System) and camera sensor. Among the existing data fusion models the Dempster-Shafer Belief Theory is found to be the most appropriate in this application. A confidence measure weights each source output, namely speed limit present on road sign and driving situation. Using the discounting scheme of Dempster-Shafer, we propose a new way of computing the navigation confidence measure by taking into account the reliability of the GIS. Preliminary tests showed that our method achieves promising results and solves conflicts between vision- and navigation-based system.
Keywords
cameras; driver information systems; geographic information systems; inference mechanisms; navigation; reliability; sensor fusion; Dempster-Shafer belief theory; GIS; camera sensor; data fusion; geographical information system; multisensor fusion; navigation reliability; speed limit determination; Databases; Global Positioning System; Reliability; Roads; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems (ITSC), 2010 13th International IEEE Conference on
Conference_Location
Funchal
ISSN
2153-0009
Print_ISBN
978-1-4244-7657-2
Type
conf
DOI
10.1109/ITSC.2010.5625242
Filename
5625242
Link To Document