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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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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%. |
format | Online Article Text |
id | pubmed-8476273 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhangyuwang sportstrainingsystembasedonconvolutionalneuralnetworksanddatamining AT zhangyuan sportstrainingsystembasedonconvolutionalneuralnetworksanddatamining |