Title :
A low-cost shoe-mounted Inertial Navigation System with magnetic disturbance compensation
Author :
Ashkar, Rania ; Romanovas, Michailas ; Goridko, Vadim ; Schwaab, Manuel ; Traechtler, Martin ; Manoli, Yiannos
Author_Institution :
Hahn-Schickard-Gesellschaft Inst. of Microsyst. & Inf. Technol. (HSG-IMIT), Villingen-Schwenningen, Germany
Abstract :
The work evaluates the performance of a custom-built shoe-mounted pedestrian indoor localization system based on commercially available low-cost inertial and magnetic sensors. This self-contained approach employs quaternions for attitude representation, whereas the estimation problem is formulated as a Kalman filter (KF) for INS strapdown mechanization equations. The paper compares three nonlinear KF techniques based on Unscented KF, Extended KF and Error-state Extended KF. Additionally, for poorly observable INS estimates, some magnetic field disturbance compensation mechanisms are implemented and tested for longer walking scenarios. The performance of the developed techniques was tested on a set of both indoor and outdoor paths.
Keywords :
Kalman filters; compensation; inertial navigation; magnetic sensors; nonlinear filters; pedestrians; radionavigation; INS strapdown mechanization equations; Kalman filter; attitude representation; custom-built shoe-mounted pedestrian indoor localization system; error-state extended KF; extended KF; indoor paths; low-cost shoe-mounted inertial navigation system; magnetic disturbance compensation mechanisms; magnetic sensors; nonlinear KF techniques; outdoor paths; self-contained approach; unscented KF; Accelerometers; Gyroscopes; Kalman filters; Navigation; Noise; Noise measurement; Quaternions; Inertial Measurement Unit; Kalman Filtering; Pedestrian Indoor Localization; Shoe-Mounted System;
Conference_Titel :
Indoor Positioning and Indoor Navigation (IPIN), 2013 International Conference on
Conference_Location :
Montbeliard-Belfort
DOI :
10.1109/IPIN.2013.6817896