Title :
Magnetometer Modeling and Validation for Tracking Metallic Targets
Author :
Wahlstrom, Niklas ; Gustafsson, Fredrik
Author_Institution :
Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
Abstract :
With the electromagnetic theory as a basis, we present a sensor model for three-axis magnetometers suitable for localization and tracking as required in intelligent transportation systems and security applications. The model depends on a physical magnetic dipole model of the target and its relative position to the sensor. Both point target and extended target models are provided as well as a heading angle dependent model. The suitability of magnetometers for tracking is analyzed in terms of local observability and the Cramér-Rao lower bound as a function of the sensor positions in a two sensor scenario. The models are validated with real field test data taken from various road vehicles which indicate excellent localization as well as identification of the magnetic target model suitable for target classification. These sensor models can be combined with a standard motion model and a standard nonlinear filter to track metallic objects in a magnetometer network.
Keywords :
intelligent transportation systems; magnetometers; road vehicles; signal classification; target tracking; Cramer-Rao lower bound; electromagnetic theory; heading angle dependent model; intelligent transportation systems; magnetic target model; metallic target tracking; physical magnetic dipole model; point target model; road vehicles; sensor model; standard motion model; target classification; three-axis magnetometer modeling; Approximation methods; Magnetic moments; Magnetometers; Observability; Target tracking; Vehicles; Magnetometers; magnetic dipole; observability; tracking;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2013.2274639