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Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network

The main body of modern Chinese martial arts competition is the strategy, and fighting has just started in sports competitions. Strategy and action correspond to each other and practice as a set. Therefore, constructing the Chinese martial arts competition decision-making algorithm and perfecting th...

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Detalles Bibliográficos
Autor principal: Lv, Huipeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131153/
https://www.ncbi.nlm.nih.gov/pubmed/34055275
http://dx.doi.org/10.1155/2021/9920186
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author Lv, Huipeng
author_facet Lv, Huipeng
author_sort Lv, Huipeng
collection PubMed
description The main body of modern Chinese martial arts competition is the strategy, and fighting has just started in sports competitions. Strategy and action correspond to each other and practice as a set. Therefore, constructing the Chinese martial arts competition decision-making algorithm and perfecting the martial arts competition are intuitive and essential. The formulation of martial arts competition strategies requires scientific analysis of athletic data and more accurate predictions. Based on this observation, this paper combines the popular neural network technology to propose a novel additional momentum-elastic gradient descent. The BP neural network adapts to the learning rate. The algorithm is improved for the traditional BP neural network, such as selecting learning step length, the difficulty of determining the size, and direction of the weight, and the learning rate is not easy to control. The experimental results show that this paper's algorithm has improved both network scale and running time and can predict martial arts competition routines and formulate scientific strategies.
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spelling pubmed-81311532021-05-27 Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network Lv, Huipeng J Healthc Eng Research Article The main body of modern Chinese martial arts competition is the strategy, and fighting has just started in sports competitions. Strategy and action correspond to each other and practice as a set. Therefore, constructing the Chinese martial arts competition decision-making algorithm and perfecting the martial arts competition are intuitive and essential. The formulation of martial arts competition strategies requires scientific analysis of athletic data and more accurate predictions. Based on this observation, this paper combines the popular neural network technology to propose a novel additional momentum-elastic gradient descent. The BP neural network adapts to the learning rate. The algorithm is improved for the traditional BP neural network, such as selecting learning step length, the difficulty of determining the size, and direction of the weight, and the learning rate is not easy to control. The experimental results show that this paper's algorithm has improved both network scale and running time and can predict martial arts competition routines and formulate scientific strategies. Hindawi 2021-05-11 /pmc/articles/PMC8131153/ /pubmed/34055275 http://dx.doi.org/10.1155/2021/9920186 Text en Copyright © 2021 Huipeng Lv. 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
Lv, Huipeng
Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title_full Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title_fullStr Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title_full_unstemmed Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title_short Martial Arts Competitive Decision-Making Algorithm Based on Improved BP Neural Network
title_sort martial arts competitive decision-making algorithm based on improved bp neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131153/
https://www.ncbi.nlm.nih.gov/pubmed/34055275
http://dx.doi.org/10.1155/2021/9920186
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