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Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology

Physical education (PE) is, in general, one of the most important skills developed for human healthiness. Many barriers exist in society to improve the performance in Chinese physical activities. Furthermore, the incorporation of 5G communication network technology is becoming a trend in the increas...

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Detalles Bibliográficos
Autores principales: Du, Shaohui, Han, Ning, Yi, Feng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9126702/
https://www.ncbi.nlm.nih.gov/pubmed/35615550
http://dx.doi.org/10.1155/2022/5604141
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author Du, Shaohui
Han, Ning
Yi, Feng
author_facet Du, Shaohui
Han, Ning
Yi, Feng
author_sort Du, Shaohui
collection PubMed
description Physical education (PE) is, in general, one of the most important skills developed for human healthiness. Many barriers exist in society to improve the performance in Chinese physical activities. Furthermore, the incorporation of 5G communication network technology is becoming a trend in the increase of physical activity in China on a daily basis. Physical exercise may assist Chinese people to enhance their mental abilities, self-concept, and goal orientation and avoid mental illnesses such as sadness and anxiety. Physical exercise without education is like having a body but no soul. There is no doubt about the value of physical education and other types of exercise in the educational system. In this paper, we propose refined physical education teaching based on 5G network technology to obtain everlasting data without termination. First, we preprocess the sports dataset using a stacked denoising autoencoder (SDAE), and a Gaussian Mixture Model (GMM) is utilized for the feature extraction process. A random forest approach (RFA) is then used in the selection of the features. Furthermore, we adopted a CNN-based upgraded classifier for classification and efficient data allocation (EDA) algorithm for storing data generated by the 5G network. Experimental results reveal that our proposed method outperforms the baseline methods by a huge margin.
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spelling pubmed-91267022022-05-24 Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology Du, Shaohui Han, Ning Yi, Feng Comput Intell Neurosci Research Article Physical education (PE) is, in general, one of the most important skills developed for human healthiness. Many barriers exist in society to improve the performance in Chinese physical activities. Furthermore, the incorporation of 5G communication network technology is becoming a trend in the increase of physical activity in China on a daily basis. Physical exercise may assist Chinese people to enhance their mental abilities, self-concept, and goal orientation and avoid mental illnesses such as sadness and anxiety. Physical exercise without education is like having a body but no soul. There is no doubt about the value of physical education and other types of exercise in the educational system. In this paper, we propose refined physical education teaching based on 5G network technology to obtain everlasting data without termination. First, we preprocess the sports dataset using a stacked denoising autoencoder (SDAE), and a Gaussian Mixture Model (GMM) is utilized for the feature extraction process. A random forest approach (RFA) is then used in the selection of the features. Furthermore, we adopted a CNN-based upgraded classifier for classification and efficient data allocation (EDA) algorithm for storing data generated by the 5G network. Experimental results reveal that our proposed method outperforms the baseline methods by a huge margin. Hindawi 2022-05-16 /pmc/articles/PMC9126702/ /pubmed/35615550 http://dx.doi.org/10.1155/2022/5604141 Text en Copyright © 2022 Shaohui Du 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
Du, Shaohui
Han, Ning
Yi, Feng
Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title_full Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title_fullStr Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title_full_unstemmed Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title_short Study on the Reform and Development of Modern Physical Education Teaching Based on 5G Internet Communication Technology
title_sort study on the reform and development of modern physical education teaching based on 5g internet communication technology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9126702/
https://www.ncbi.nlm.nih.gov/pubmed/35615550
http://dx.doi.org/10.1155/2022/5604141
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