Title :
3-D position estimation from inertial sensing: Minimizing the error from the process of double integration of accelerations
Author :
Neto, Pedro ; Norberto Pires, J. ; Moreira, A. Paulo
Author_Institution :
Dept. of Mech. Eng., Univ. of Coimbra, Coimbra, Portugal
Abstract :
This paper introduces a new approach to 3-D position estimation from acceleration data, i.e., a 3-D motion tracking system having a small size and low-cost magnetic and inertial measurement unit (MIMU) composed by both a digital compass and a gyroscope as interaction technology. A major challenge is to minimize the error caused by the process of double integration of accelerations due to motion (these ones have to be separated from the accelerations due to gravity). Owing to drift error, position estimation cannot be performed with adequate accuracy for periods longer than few seconds. For this reason, we propose a method to detect motion stops and only integrate accelerations in moments of effective hand motion during the demonstration process. The proposed system is validated and evaluated with experiments reporting a common daily life pick-and-place task.
Keywords :
acceleration; compasses; gyroscopes; inertial systems; minimisation; position measurement; 3-D motion tracking system; 3-D position estimation; accelerations; detect motion stops; digital compass; double integration; drift error; error minimization; gravity; gyroscope; inertial sensing; magnetic and inertial measurement unit; Acceleration; Accelerometers; Estimation; Magnetic sensors; Robot sensing systems; Tracking; 3-D position estimation; accelerations; double integration; inertial sensing; robotics; tracking;
Conference_Titel :
Industrial Electronics Society, IECON 2013 - 39th Annual Conference of the IEEE
Conference_Location :
Vienna
DOI :
10.1109/IECON.2013.6699780