Cargando…
Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs)
BACKGROUND: Existing motor pattern assessment methods, such as digital cameras and optoelectronic systems, suffer from object obstruction and require complex setups. To overcome these drawbacks, this paper presents a novel approach for biomechanical evaluation of newborn motor skills development. Mu...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4247204/ https://www.ncbi.nlm.nih.gov/pubmed/25194825 http://dx.doi.org/10.1186/1743-0003-11-133 |
_version_ | 1782346602177888256 |
---|---|
author | Rihar, Andraž Mihelj, Matjaž Pašič, Jure Kolar, Janko Munih, Marko |
author_facet | Rihar, Andraž Mihelj, Matjaž Pašič, Jure Kolar, Janko Munih, Marko |
author_sort | Rihar, Andraž |
collection | PubMed |
description | BACKGROUND: Existing motor pattern assessment methods, such as digital cameras and optoelectronic systems, suffer from object obstruction and require complex setups. To overcome these drawbacks, this paper presents a novel approach for biomechanical evaluation of newborn motor skills development. Multi-sensor measurement system comprising pressure mattress and IMUs fixed on trunk and arms is proposed and used as alternative to existing methods. Observed advantages seem appealing for the focused field and in general. Combined use of pressure distribution data and kinematic information is important also for posture assessment, ulcer prevention, and non-invasive sleep pattern analysis of adults. METHODS: Arm kinematic parameters, such as root-mean-square acceleration, spectral arc length of hand velocity profile, including arm workspace surface area, and travelled hand path are obtained with the multi-sensor measurement system and compared to normative motion capture data for evaluation of adequacy. Two IMUs per arm, only one IMU on upper arm, and only one IMU on forearm sensor placement options are studied to assess influence of system configuration on method precision. Combination of pressure mattress and IMU fixed on the trunk is used to measure trunk position (obtained from mat), rotation (from IMUs) and associated movements on surface (from both). Measurement system is first validated on spontaneous arm and trunk movements of a dedicated baby doll having realistic anthropometric characteristics of newborns. Next, parameters of movements in a healthy infant are obtained with pressure mattress, along with trunk and forearm IMU sensors to verify appropriateness of method and parameters. RESULTS: Evaluation results confirm that full sensor set, comprising pressure mattress and two IMUs per arm is a reliable substitution to optoelectronic systems. Motor pattern parameter errors are under 10% and kinematic estimation error is in range of 2 cm. Although, use of only forearm IMU is not providing best possible kinematic precision, the simplicity of use and still acceptable accuracy are convincing for frequent practical use. Measurements demonstrated system high mobility and usability. CONCLUSIONS: Study results confirm adequacy of the proposed multi-sensor measurement system, indicating its enviable potential for accurate infant trunk posture and arm movement assessment. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1743-0003-11-133) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4247204 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-42472042014-11-29 Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) Rihar, Andraž Mihelj, Matjaž Pašič, Jure Kolar, Janko Munih, Marko J Neuroeng Rehabil Research BACKGROUND: Existing motor pattern assessment methods, such as digital cameras and optoelectronic systems, suffer from object obstruction and require complex setups. To overcome these drawbacks, this paper presents a novel approach for biomechanical evaluation of newborn motor skills development. Multi-sensor measurement system comprising pressure mattress and IMUs fixed on trunk and arms is proposed and used as alternative to existing methods. Observed advantages seem appealing for the focused field and in general. Combined use of pressure distribution data and kinematic information is important also for posture assessment, ulcer prevention, and non-invasive sleep pattern analysis of adults. METHODS: Arm kinematic parameters, such as root-mean-square acceleration, spectral arc length of hand velocity profile, including arm workspace surface area, and travelled hand path are obtained with the multi-sensor measurement system and compared to normative motion capture data for evaluation of adequacy. Two IMUs per arm, only one IMU on upper arm, and only one IMU on forearm sensor placement options are studied to assess influence of system configuration on method precision. Combination of pressure mattress and IMU fixed on the trunk is used to measure trunk position (obtained from mat), rotation (from IMUs) and associated movements on surface (from both). Measurement system is first validated on spontaneous arm and trunk movements of a dedicated baby doll having realistic anthropometric characteristics of newborns. Next, parameters of movements in a healthy infant are obtained with pressure mattress, along with trunk and forearm IMU sensors to verify appropriateness of method and parameters. RESULTS: Evaluation results confirm that full sensor set, comprising pressure mattress and two IMUs per arm is a reliable substitution to optoelectronic systems. Motor pattern parameter errors are under 10% and kinematic estimation error is in range of 2 cm. Although, use of only forearm IMU is not providing best possible kinematic precision, the simplicity of use and still acceptable accuracy are convincing for frequent practical use. Measurements demonstrated system high mobility and usability. CONCLUSIONS: Study results confirm adequacy of the proposed multi-sensor measurement system, indicating its enviable potential for accurate infant trunk posture and arm movement assessment. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1743-0003-11-133) contains supplementary material, which is available to authorized users. BioMed Central 2014-09-06 /pmc/articles/PMC4247204/ /pubmed/25194825 http://dx.doi.org/10.1186/1743-0003-11-133 Text en © Rihar et al.; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Rihar, Andraž Mihelj, Matjaž Pašič, Jure Kolar, Janko Munih, Marko Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title | Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title_full | Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title_fullStr | Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title_full_unstemmed | Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title_short | Infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (IMUs) |
title_sort | infant trunk posture and arm movement assessment using pressure mattress, inertial and magnetic measurement units (imus) |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4247204/ https://www.ncbi.nlm.nih.gov/pubmed/25194825 http://dx.doi.org/10.1186/1743-0003-11-133 |
work_keys_str_mv | AT riharandraz infanttrunkpostureandarmmovementassessmentusingpressuremattressinertialandmagneticmeasurementunitsimus AT miheljmatjaz infanttrunkpostureandarmmovementassessmentusingpressuremattressinertialandmagneticmeasurementunitsimus AT pasicjure infanttrunkpostureandarmmovementassessmentusingpressuremattressinertialandmagneticmeasurementunitsimus AT kolarjanko infanttrunkpostureandarmmovementassessmentusingpressuremattressinertialandmagneticmeasurementunitsimus AT munihmarko infanttrunkpostureandarmmovementassessmentusingpressuremattressinertialandmagneticmeasurementunitsimus |