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Sports Training System Based on Convolutional Neural Networks and Data Mining

In recent years, China's sports industry has achieved good development, but the efficiency of athletes in the training process is difficult to have scientific guarantee. How to use scientific algorithm and data mining technology to accurately guide the sports training process has become a hot s...

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Detalles Bibliográficos
Autores principales: Zhang, Yuwang, Zhang, Yuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8476273/
https://www.ncbi.nlm.nih.gov/pubmed/34589121
http://dx.doi.org/10.1155/2021/1331759
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author Zhang, Yuwang
Zhang, Yuan
author_facet Zhang, Yuwang
Zhang, Yuan
author_sort Zhang, Yuwang
collection PubMed
description In recent years, China's sports industry has achieved good development, but the efficiency of athletes in the training process is difficult to have scientific guarantee. How to use scientific algorithm and data mining technology to accurately guide the sports training process has become a hot spot. Based on this, this paper studies the gait recognition model of sports training based on convolutional neural network algorithm. First, this paper analyzes the research status of gait recognition in the process of training and optimizes and improves the deficiencies in sports training. Then, the convolutional neural network algorithm and data mining technology are optimized and analyzed in the gait recognition model. Finally, the experimental results show that the convolutional neural network algorithm can realize the recognition and model reconstruction of athletes' gait in the training process and can make the optimal strategy according to the gait differences of different athletes in the training process, and the recognition accuracy of athletes' gait can reach more than 97%.
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spelling pubmed-84762732021-09-28 Sports Training System Based on Convolutional Neural Networks and Data Mining Zhang, Yuwang Zhang, Yuan Comput Intell Neurosci Research Article In recent years, China's sports industry has achieved good development, but the efficiency of athletes in the training process is difficult to have scientific guarantee. How to use scientific algorithm and data mining technology to accurately guide the sports training process has become a hot spot. Based on this, this paper studies the gait recognition model of sports training based on convolutional neural network algorithm. First, this paper analyzes the research status of gait recognition in the process of training and optimizes and improves the deficiencies in sports training. Then, the convolutional neural network algorithm and data mining technology are optimized and analyzed in the gait recognition model. Finally, the experimental results show that the convolutional neural network algorithm can realize the recognition and model reconstruction of athletes' gait in the training process and can make the optimal strategy according to the gait differences of different athletes in the training process, and the recognition accuracy of athletes' gait can reach more than 97%. Hindawi 2021-09-20 /pmc/articles/PMC8476273/ /pubmed/34589121 http://dx.doi.org/10.1155/2021/1331759 Text en Copyright © 2021 Yuwang Zhang and Yuan Zhang. 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, Yuwang
Zhang, Yuan
Sports Training System Based on Convolutional Neural Networks and Data Mining
title Sports Training System Based on Convolutional Neural Networks and Data Mining
title_full Sports Training System Based on Convolutional Neural Networks and Data Mining
title_fullStr Sports Training System Based on Convolutional Neural Networks and Data Mining
title_full_unstemmed Sports Training System Based on Convolutional Neural Networks and Data Mining
title_short Sports Training System Based on Convolutional Neural Networks and Data Mining
title_sort sports training system based on convolutional neural networks and data mining
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8476273/
https://www.ncbi.nlm.nih.gov/pubmed/34589121
http://dx.doi.org/10.1155/2021/1331759
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