Cargando…
Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine
Three-dimensional rotations across the human knee serve as important markers of knee health and performance in multiple contexts including human mobility, worker safety and health, athletic performance, and warfighter performance. While knee rotations can be estimated using optical motion capture, t...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5620966/ https://www.ncbi.nlm.nih.gov/pubmed/28846613 http://dx.doi.org/10.3390/s17091970 |
_version_ | 1783267656639447040 |
---|---|
author | Vitali, Rachel V. Cain, Stephen M. McGinnis, Ryan S. Zaferiou, Antonia M. Ojeda, Lauro V. Davidson, Steven P. Perkins, Noel C. |
author_facet | Vitali, Rachel V. Cain, Stephen M. McGinnis, Ryan S. Zaferiou, Antonia M. Ojeda, Lauro V. Davidson, Steven P. Perkins, Noel C. |
author_sort | Vitali, Rachel V. |
collection | PubMed |
description | Three-dimensional rotations across the human knee serve as important markers of knee health and performance in multiple contexts including human mobility, worker safety and health, athletic performance, and warfighter performance. While knee rotations can be estimated using optical motion capture, that method is largely limited to the laboratory and small capture volumes. These limitations may be overcome by deploying wearable inertial measurement units (IMUs). The objective of this study is to present a new IMU-based method for estimating 3D knee rotations and to benchmark the accuracy of the results using an instrumented mechanical linkage. The method employs data from shank- and thigh-mounted IMUs and a vector constraint for the medial-lateral axis of the knee during periods when the knee joint functions predominantly as a hinge. The method is carefully validated using data from high precision optical encoders in a mechanism that replicates 3D knee rotations spanning (1) pure flexion/extension, (2) pure internal/external rotation, (3) pure abduction/adduction, and (4) combinations of all three rotations. Regardless of the movement type, the IMU-derived estimates of 3D knee rotations replicate the truth data with high confidence (RMS error [Formula: see text] and correlation coefficient [Formula: see text]). |
format | Online Article Text |
id | pubmed-5620966 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-56209662017-10-03 Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine Vitali, Rachel V. Cain, Stephen M. McGinnis, Ryan S. Zaferiou, Antonia M. Ojeda, Lauro V. Davidson, Steven P. Perkins, Noel C. Sensors (Basel) Article Three-dimensional rotations across the human knee serve as important markers of knee health and performance in multiple contexts including human mobility, worker safety and health, athletic performance, and warfighter performance. While knee rotations can be estimated using optical motion capture, that method is largely limited to the laboratory and small capture volumes. These limitations may be overcome by deploying wearable inertial measurement units (IMUs). The objective of this study is to present a new IMU-based method for estimating 3D knee rotations and to benchmark the accuracy of the results using an instrumented mechanical linkage. The method employs data from shank- and thigh-mounted IMUs and a vector constraint for the medial-lateral axis of the knee during periods when the knee joint functions predominantly as a hinge. The method is carefully validated using data from high precision optical encoders in a mechanism that replicates 3D knee rotations spanning (1) pure flexion/extension, (2) pure internal/external rotation, (3) pure abduction/adduction, and (4) combinations of all three rotations. Regardless of the movement type, the IMU-derived estimates of 3D knee rotations replicate the truth data with high confidence (RMS error [Formula: see text] and correlation coefficient [Formula: see text]). MDPI 2017-08-27 /pmc/articles/PMC5620966/ /pubmed/28846613 http://dx.doi.org/10.3390/s17091970 Text en © 2017 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Vitali, Rachel V. Cain, Stephen M. McGinnis, Ryan S. Zaferiou, Antonia M. Ojeda, Lauro V. Davidson, Steven P. Perkins, Noel C. Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title | Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title_full | Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title_fullStr | Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title_full_unstemmed | Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title_short | Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine |
title_sort | method for estimating three-dimensional knee rotations using two inertial measurement units: validation with a coordinate measurement machine |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5620966/ https://www.ncbi.nlm.nih.gov/pubmed/28846613 http://dx.doi.org/10.3390/s17091970 |
work_keys_str_mv | AT vitalirachelv methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT cainstephenm methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT mcginnisryans methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT zaferiouantoniam methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT ojedalaurov methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT davidsonstevenp methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine AT perkinsnoelc methodforestimatingthreedimensionalkneerotationsusingtwoinertialmeasurementunitsvalidationwithacoordinatemeasurementmachine |