DocumentCode
88671
Title
Classification of Driving Direction in Traffic Surveillance Using Magnetometers
Author
Wahlstrom, Niklas ; Hostettler, Roland ; Gustafsson, Fredrik ; Birk, Wolfgang
Author_Institution
Div. of Autom. Control, Linkoping Univ., Linkoping, Sweden
Volume
15
Issue
4
fYear
2014
fDate
Aug. 2014
Firstpage
1405
Lastpage
1418
Abstract
Traffic monitoring using low-cost two-axis magnetometers is considered. Although detection of metallic vehicles is rather easy, detecting the driving direction is more challenging. We propose a simple algorithm based on a nonlinear transformation of the measurements, which is simple to implement in embedded hardware. A theoretical justification is provided, and the statistical properties of the test statistic are presented in closed form. The method is compared with the standard likelihood ratio test on both simulated data and real data from field tests, where very high detection rates are reported, despite the presence of sensor saturation, measurement noise, and near-field effects of the magnetic field.
Keywords
computerised monitoring; magnetometry; pattern classification; statistical testing; surveillance; traffic information systems; driving direction classification; standard likelihood ratio test; test statistic; traffic surveillance; two-axis magnetometers; Magnetic moments; Magnetometers; Noise; Roads; Trajectory; Vectors; Vehicles; Classification; driving direction; magnetometer; traffic surveillance; wireless sensor network;
fLanguage
English
Journal_Title
Intelligent Transportation Systems, IEEE Transactions on
Publisher
ieee
ISSN
1524-9050
Type
jour
DOI
10.1109/TITS.2014.2298199
Filename
6731514
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