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Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot

Inertial Measurement Units (IMUs) are beneficial for motion tracking as, in contrast to most optical motion capture systems, IMU systems do not require a dedicated lab. However, IMUs are affected by electromagnetic noise and may exhibit drift over time; it is therefore common practice to compare the...

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Detalles Bibliográficos
Autores principales: Hislop, Jaime, Isaksson, Mats, McCormick, John, Hensman, Chris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8537168/
https://www.ncbi.nlm.nih.gov/pubmed/34696071
http://dx.doi.org/10.3390/s21206858
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author Hislop, Jaime
Isaksson, Mats
McCormick, John
Hensman, Chris
author_facet Hislop, Jaime
Isaksson, Mats
McCormick, John
Hensman, Chris
author_sort Hislop, Jaime
collection PubMed
description Inertial Measurement Units (IMUs) are beneficial for motion tracking as, in contrast to most optical motion capture systems, IMU systems do not require a dedicated lab. However, IMUs are affected by electromagnetic noise and may exhibit drift over time; it is therefore common practice to compare their performance to another system of high accuracy before use. The 3-Space IMUs have only been validated in two previous studies with limited testing protocols. This study utilized an IRB 2600 industrial robot to evaluate the performance of the IMUs for the three sensor fusion methods provided in the 3-Space software. Testing consisted of programmed motion sequences including 360° rotations and linear translations of 800 mm in opposite directions for each axis at three different velocities, as well as static trials. The magnetometer was disabled to assess the accuracy of the IMUs in an environment containing electromagnetic noise. The Root-Mean-Square Error (RMSE) of the sensor orientation ranged between 0.2° and 12.5° across trials; average drift was 0.4°. The performance of the three filters was determined to be comparable. This study demonstrates that the 3-Space sensors may be utilized in an environment containing metal or electromagnetic noise with a RMSE below 10° in most cases.
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spelling pubmed-85371682021-10-24 Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot Hislop, Jaime Isaksson, Mats McCormick, John Hensman, Chris Sensors (Basel) Article Inertial Measurement Units (IMUs) are beneficial for motion tracking as, in contrast to most optical motion capture systems, IMU systems do not require a dedicated lab. However, IMUs are affected by electromagnetic noise and may exhibit drift over time; it is therefore common practice to compare their performance to another system of high accuracy before use. The 3-Space IMUs have only been validated in two previous studies with limited testing protocols. This study utilized an IRB 2600 industrial robot to evaluate the performance of the IMUs for the three sensor fusion methods provided in the 3-Space software. Testing consisted of programmed motion sequences including 360° rotations and linear translations of 800 mm in opposite directions for each axis at three different velocities, as well as static trials. The magnetometer was disabled to assess the accuracy of the IMUs in an environment containing electromagnetic noise. The Root-Mean-Square Error (RMSE) of the sensor orientation ranged between 0.2° and 12.5° across trials; average drift was 0.4°. The performance of the three filters was determined to be comparable. This study demonstrates that the 3-Space sensors may be utilized in an environment containing metal or electromagnetic noise with a RMSE below 10° in most cases. MDPI 2021-10-15 /pmc/articles/PMC8537168/ /pubmed/34696071 http://dx.doi.org/10.3390/s21206858 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hislop, Jaime
Isaksson, Mats
McCormick, John
Hensman, Chris
Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title_full Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title_fullStr Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title_full_unstemmed Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title_short Validation of 3-Space Wireless Inertial Measurement Units Using an Industrial Robot
title_sort validation of 3-space wireless inertial measurement units using an industrial robot
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8537168/
https://www.ncbi.nlm.nih.gov/pubmed/34696071
http://dx.doi.org/10.3390/s21206858
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