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Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments
The objective is to develop a system to automatically select the corresponding assessment scales and calculate the score of the risk based on the joint angle information obtained from the imaged process (OpenPose) via image-based motion capture technology. Current occupational assessments, for examp...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8825815/ https://www.ncbi.nlm.nih.gov/pubmed/35136117 http://dx.doi.org/10.1038/s41598-022-05812-9 |
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author | Lin, Po-Chieh Chen, Yu-Jung Chen, Wei-Shin Lee, Yun-Ju |
author_facet | Lin, Po-Chieh Chen, Yu-Jung Chen, Wei-Shin Lee, Yun-Ju |
author_sort | Lin, Po-Chieh |
collection | PubMed |
description | The objective is to develop a system to automatically select the corresponding assessment scales and calculate the score of the risk based on the joint angle information obtained from the imaged process (OpenPose) via image-based motion capture technology. Current occupational assessments, for example, REBA, RULA, and OWAS were used to evaluate the risk of musculoskeletal disorders. However, the assessment result would not be reported immediately. Introducing real-time occupational assessments in different working environments will be helpful for occupational injury prevention. In this study, the decision tree was developed to select the most appropriate assessment method according to the joint angles derived by OpenPose image process. Fifteen operation videos were tested and these videos can be classified into six types including maintenance, handling, assembly, cleaning, office work, and driving. The selected ergonomic assessment method by our developed decision tree in each condition are consistent with the recommendation of the Labour Research Institute. Moreover, the high-risk posture could be identified immediately and provide to the inspector for further evaluation on this posture rather than the whole operation period. This approach provides a quick inspection of the operation movements to prevent musculoskeletal injuries and enhances the application of the scale assessment method in different industrial environments. |
format | Online Article Text |
id | pubmed-8825815 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-88258152022-02-09 Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments Lin, Po-Chieh Chen, Yu-Jung Chen, Wei-Shin Lee, Yun-Ju Sci Rep Article The objective is to develop a system to automatically select the corresponding assessment scales and calculate the score of the risk based on the joint angle information obtained from the imaged process (OpenPose) via image-based motion capture technology. Current occupational assessments, for example, REBA, RULA, and OWAS were used to evaluate the risk of musculoskeletal disorders. However, the assessment result would not be reported immediately. Introducing real-time occupational assessments in different working environments will be helpful for occupational injury prevention. In this study, the decision tree was developed to select the most appropriate assessment method according to the joint angles derived by OpenPose image process. Fifteen operation videos were tested and these videos can be classified into six types including maintenance, handling, assembly, cleaning, office work, and driving. The selected ergonomic assessment method by our developed decision tree in each condition are consistent with the recommendation of the Labour Research Institute. Moreover, the high-risk posture could be identified immediately and provide to the inspector for further evaluation on this posture rather than the whole operation period. This approach provides a quick inspection of the operation movements to prevent musculoskeletal injuries and enhances the application of the scale assessment method in different industrial environments. Nature Publishing Group UK 2022-02-08 /pmc/articles/PMC8825815/ /pubmed/35136117 http://dx.doi.org/10.1038/s41598-022-05812-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lin, Po-Chieh Chen, Yu-Jung Chen, Wei-Shin Lee, Yun-Ju Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title | Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title_full | Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title_fullStr | Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title_full_unstemmed | Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title_short | Automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
title_sort | automatic real-time occupational posture evaluation and select corresponding ergonomic assessments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8825815/ https://www.ncbi.nlm.nih.gov/pubmed/35136117 http://dx.doi.org/10.1038/s41598-022-05812-9 |
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