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Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning
Owing to the rapid development of information and communication technologies, such as the Internet of Things, artificial intelligence, and computer vision, in recent years, the concept of smart sports has been proposed. A pitch fatigue detection method that includes acquisition, analysis, quantifica...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8711585/ https://www.ncbi.nlm.nih.gov/pubmed/34966320 http://dx.doi.org/10.3389/fpsyg.2021.741805 |
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author | Ma, Yi-Wei Chen, Jiann-Liang Hsu, Chia-Chi Lai, Ying-Hsun |
author_facet | Ma, Yi-Wei Chen, Jiann-Liang Hsu, Chia-Chi Lai, Ying-Hsun |
author_sort | Ma, Yi-Wei |
collection | PubMed |
description | Owing to the rapid development of information and communication technologies, such as the Internet of Things, artificial intelligence, and computer vision, in recent years, the concept of smart sports has been proposed. A pitch fatigue detection method that includes acquisition, analysis, quantification, aggregation, learning, and public layers for adaptive baseball learning is proposed herein. The learning determines the fatigue index of the pitcher based on the angle of the pitcher's elbow and back as the number of pitches increases. The coach uses this auxiliary information to avoid baseball injuries during baseball learning. Results show a test accuracy rate of 89.1%, indicating that the proposed method effectively provides reference information for adaptive baseball learning. |
format | Online Article Text |
id | pubmed-8711585 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87115852021-12-28 Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning Ma, Yi-Wei Chen, Jiann-Liang Hsu, Chia-Chi Lai, Ying-Hsun Front Psychol Psychology Owing to the rapid development of information and communication technologies, such as the Internet of Things, artificial intelligence, and computer vision, in recent years, the concept of smart sports has been proposed. A pitch fatigue detection method that includes acquisition, analysis, quantification, aggregation, learning, and public layers for adaptive baseball learning is proposed herein. The learning determines the fatigue index of the pitcher based on the angle of the pitcher's elbow and back as the number of pitches increases. The coach uses this auxiliary information to avoid baseball injuries during baseball learning. Results show a test accuracy rate of 89.1%, indicating that the proposed method effectively provides reference information for adaptive baseball learning. Frontiers Media S.A. 2021-12-13 /pmc/articles/PMC8711585/ /pubmed/34966320 http://dx.doi.org/10.3389/fpsyg.2021.741805 Text en Copyright © 2021 Ma, Chen, Hsu and Lai. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Ma, Yi-Wei Chen, Jiann-Liang Hsu, Chia-Chi Lai, Ying-Hsun Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title | Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title_full | Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title_fullStr | Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title_full_unstemmed | Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title_short | Design and Analysis of a Pitch Fatigue Detection System for Adaptive Baseball Learning |
title_sort | design and analysis of a pitch fatigue detection system for adaptive baseball learning |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8711585/ https://www.ncbi.nlm.nih.gov/pubmed/34966320 http://dx.doi.org/10.3389/fpsyg.2021.741805 |
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