Title :
MEMS-based inertial navigation based on a magnetic field map
Author :
Kok, Manon ; Wahlstrom, Niklas ; Schon, Thomas ; Gustafsson, Fredrik
Author_Institution :
Div. of Autom. Control, Linkoping Univ., Linkoping, Sweden
Abstract :
This paper presents an approach for 6D pose estimation where MEMS inertial measurements are complemented with magnetometer measurements assuming that a model (map) of the magnetic field is known. The resulting estimation problem is solved using a Rao-Blackwellized particle filter. In our experimental study the magnetic field is generated by a magnetic coil giving rise to a magnetic field that we can model using analytical expressions. The experimental results show that accurate position estimates can be obtained in the vicinity of the coil, where the magnetic field is strong.
Keywords :
coils; inertial navigation; magnetometers; microsensors; particle filtering (numerical methods); position measurement; 6D pose estimation; MEMS inertial measurement; Rao-Blackwellized particle filter; inertial navigation; magnetic coil; magnetic field map; magnetometer measurement; Coils; Computational modeling; Earth; Magnetic sensors; Magnetometers; Mathematical model; Magnetic field; Rao-Blackwellized particle filter; inertial navigation; magnetometer; state estimation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6638911