Material analysis and big data monitoring of sports training equipment based on machine learning algorithm

doi:10.1007/s00521-021-05852-8

IR > 体育教学研究部

	Material analysis and big data monitoring of sports training equipment based on machine learning algorithm
	Zhang, Lei1 ; Li, Ning 2
	2022-02
发表期刊	NEURAL COMPUTING & APPLICATIONS
ISSN	0941-0643
卷号	34 期号:4 页码:2749-2763
摘要	Different machine learning algorithms predict the application effect of perovskite materials in sports training equipment. The sensitivity to material data is different on different ranges of data sets. Therefore, the algorithm needs to be selected according to specific material data samples. This study compares the prediction performance of neural network prediction algorithm (NN), genetic algorithm, and support vector machine-based machine learning algorithm (SVM) and uses statistical analysis to perform data analysis and draw corresponding curves. Moreover, this study uses a single perovskite material to verify the algorithm performance. In addition, based on the real data, the three machine learning algorithms of this study are applied to the related performance prediction, and the comparative analysis method is used to analyze the prediction performance of the machine learning algorithm. Through data analysis and chart analysis, we can see that machine learning algorithms have a certain effect in the application prediction of perovskite materials in sports training equipment. Among the three machine learning algorithms selected in this study, the performance of the machine learning algorithm based on support vector machine in all aspects is more excellent.
关键词	Machine learning Algorithm comparison Perovskite Material properties Prediction Physical training
DOI	10.1007/s00521-021-05852-8
收录类别	SCIE ; SCOPUS ; EI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000631777400001
出版者	SPRINGER LONDON LTD
EI入藏号	20211310128005
EI主题词	Learning algorithms
EI分类号	461.3 Biomechanics, Bionics and Biomimetics ; 482.2 Minerals ; 723 Computer Software, Data Handling and Applications ; 723.2 Data Processing and Image Processing ; 903.1 Information Sources and Analysis
来源库	WOS
引用统计	被引频次：7[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/148303
专题	体育教学研究部
通讯作者	Li, Ning
作者单位	1.Lanzhou Univ Technol, Dept Phys Educ, Lanzhou 730050, Gansu, Peoples R China; 2.Hunan Univ Finance & Econ, PE Dept, Changsha 410205, Hunan, Peoples R China
第一作者单位	理学院
第一作者的第一单位	理学院
推荐引用方式 GB/T 7714	Zhang, Lei,Li, Ning. Material analysis and big data monitoring of sports training equipment based on machine learning algorithm[J]. NEURAL COMPUTING & APPLICATIONS,2022,34(4):2749-2763.
APA	Zhang, Lei,&Li, Ning.(2022).Material analysis and big data monitoring of sports training equipment based on machine learning algorithm.NEURAL COMPUTING & APPLICATIONS,34(4),2749-2763.
MLA	Zhang, Lei,et al."Material analysis and big data monitoring of sports training equipment based on machine learning algorithm".NEURAL COMPUTING & APPLICATIONS 34.4(2022):2749-2763.

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