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
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;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2014.2298199