Literature DB >> 23566707

Performance comparison of accelerometer calibration algorithms based on 3D-ellipsoid fitting methods.

Matthias Gietzelt1, Klaus-Hendrik Wolf, Michael Marschollek, Reinhold Haux.   

Abstract

Calibration of accelerometers can be reduced to 3D-ellipsoid fitting problems. Changing extrinsic factors like temperature, pressure or humidity, as well as intrinsic factors like the battery status, demand to calibrate the measurements permanently. Thus, there is a need for fast calibration algorithms, e.g. for online analyses. The primary aim of this paper is to propose a non-iterative calibration algorithm for accelerometers with the focus on minimal execution time and low memory consumption. The secondary aim is to benchmark existing calibration algorithms based on 3D-ellipsoid fitting methods. We compared the algorithms regarding the calibration quality and the execution time as well as the number of quasi-static measurements needed for a stable calibration. As evaluation criterion for the calibration, both the norm of calibrated real-life measurements during inactivity and simulation data was used. The algorithms showed a high calibration quality, but the execution time differed significantly. The calibration method proposed in this paper showed the shortest execution time and a very good performance regarding the number of measurements needed to produce stable results. Furthermore, this algorithm was successfully implemented on a sensor node and calibrates the measured data on-the-fly while continuously storing the measured data to a microSD-card.
Copyright © 2013 Elsevier Ireland Ltd. All rights reserved.

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Year:  2013        PMID: 23566707     DOI: 10.1016/j.cmpb.2013.03.006

Source DB:  PubMed          Journal:  Comput Methods Programs Biomed        ISSN: 0169-2607            Impact factor:   5.428


  5 in total

1.  Automatic determination of validity of input data used in ellipsoid fitting MARG calibration algorithms.

Authors:  Alberto Olivares; Gonzalo Ruiz-Garcia; Gonzalo Olivares; Juan Manuel Górriz; Javier Ramirez
Journal:  Sensors (Basel)       Date:  2013-09-05       Impact factor: 3.576

2.  An Improved Calibration Technique for MEMS Accelerometer-Based Inclinometers.

Authors:  Jiaxin Zhu; Weifeng Wang; Shiping Huang; Wei Ding
Journal:  Sensors (Basel)       Date:  2020-01-13       Impact factor: 3.576

3.  Autocalibration of accelerometer data for free-living physical activity assessment using local gravity and temperature: an evaluation on four continents.

Authors:  Vincent T van Hees; Zhou Fang; Joss Langford; Felix Assah; Anwar Mohammad; Inacio C M da Silva; Michael I Trenell; Tom White; Nicholas J Wareham; Søren Brage
Journal:  J Appl Physiol (1985)       Date:  2014-08-07

4.  Estimating orientation using magnetic and inertial sensors and different sensor fusion approaches: accuracy assessment in manual and locomotion tasks.

Authors:  Elena Bergamini; Gabriele Ligorio; Aurora Summa; Giuseppe Vannozzi; Aurelio Cappozzo; Angelo Maria Sabatini
Journal:  Sensors (Basel)       Date:  2014-10-09       Impact factor: 3.576

5.  A Multi-Module Fixed Inclinometer for Continuous Monitoring of Landslides: Design, Development, and Laboratory Testing.

Authors:  Giuseppe Ruzza; Luigi Guerriero; Paola Revellino; Francesco M Guadagno
Journal:  Sensors (Basel)       Date:  2020-06-10       Impact factor: 3.576

  5 in total

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