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Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor

In order to obtain more children's physical training information and improve the accuracy of children's physical training monitoring, a multisensor-based children's physical training information collection, analysis, and monitoring system is proposed. In the process of physical traini...

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Autores principales: Zhang, Zhonglin, Xu, Jiajia, Peng, Chenggen, Chen, Yuping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9119768/
https://www.ncbi.nlm.nih.gov/pubmed/35600843
http://dx.doi.org/10.1155/2022/6455841
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author Zhang, Zhonglin
Xu, Jiajia
Peng, Chenggen
Chen, Yuping
author_facet Zhang, Zhonglin
Xu, Jiajia
Peng, Chenggen
Chen, Yuping
author_sort Zhang, Zhonglin
collection PubMed
description In order to obtain more children's physical training information and improve the accuracy of children's physical training monitoring, a multisensor-based children's physical training information collection, analysis, and monitoring system is proposed. In the process of physical training and sports training, people's physical training information collection is directly related to the level and effectiveness of physical training. With the combination of multisensor concept and sports training information collection, it can collect the key index data of sports mobilization in real time with the help of multiple sensors and information technology. Taking children's physical training as the object, this paper designs a multisensor physical training data information acquisition terminal, collects different training characteristic data with the help of multisensor equipment, and then comprehensively analyzes and monitors the physical information with the help of certain fusion technology, so as to construct a human posture recognition algorithm based on children's physical training information acquisition. Support vector machine and decision tree are used to classify children's different physical exercise states, and a relatively perfect algorithm architecture of human posture recognition is constructed. The results show that for two decision trees, each decision tree is trained with a total of 675 groups of data, and a total of 342 groups of data are verified and pruned. The two decision trees take 7.17 s and 7.32 s to complete the training process, respectively. It can be seen that when the number of training groups is equal, the training time of the two placement methods is close, so it can be considered that the two placement methods have little effect on the training speed of decision tree. The experimental data show that the design of children's physical training monitoring system in this paper has a certain market value.
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spelling pubmed-91197682022-05-20 Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor Zhang, Zhonglin Xu, Jiajia Peng, Chenggen Chen, Yuping Appl Bionics Biomech Research Article In order to obtain more children's physical training information and improve the accuracy of children's physical training monitoring, a multisensor-based children's physical training information collection, analysis, and monitoring system is proposed. In the process of physical training and sports training, people's physical training information collection is directly related to the level and effectiveness of physical training. With the combination of multisensor concept and sports training information collection, it can collect the key index data of sports mobilization in real time with the help of multiple sensors and information technology. Taking children's physical training as the object, this paper designs a multisensor physical training data information acquisition terminal, collects different training characteristic data with the help of multisensor equipment, and then comprehensively analyzes and monitors the physical information with the help of certain fusion technology, so as to construct a human posture recognition algorithm based on children's physical training information acquisition. Support vector machine and decision tree are used to classify children's different physical exercise states, and a relatively perfect algorithm architecture of human posture recognition is constructed. The results show that for two decision trees, each decision tree is trained with a total of 675 groups of data, and a total of 342 groups of data are verified and pruned. The two decision trees take 7.17 s and 7.32 s to complete the training process, respectively. It can be seen that when the number of training groups is equal, the training time of the two placement methods is close, so it can be considered that the two placement methods have little effect on the training speed of decision tree. The experimental data show that the design of children's physical training monitoring system in this paper has a certain market value. Hindawi 2022-05-12 /pmc/articles/PMC9119768/ /pubmed/35600843 http://dx.doi.org/10.1155/2022/6455841 Text en Copyright © 2022 Zhonglin Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Zhang, Zhonglin
Xu, Jiajia
Peng, Chenggen
Chen, Yuping
Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title_full Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title_fullStr Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title_full_unstemmed Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title_short Information Collection, Analysis, and Monitoring System of Children's Physical Training Based on Multisensor
title_sort information collection, analysis, and monitoring system of children's physical training based on multisensor
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9119768/
https://www.ncbi.nlm.nih.gov/pubmed/35600843
http://dx.doi.org/10.1155/2022/6455841
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