Construction of Sports Training Management Information System Using AI Action Recognition

被引:0
|
作者
Cheng, Dali [1 ]
Wang, Hong [2 ]
Li, Min [1 ]
机构
[1] Chongqing Univ Arts & Sci, Coll Phys Educ, Chongqing 412160, Peoples R China
[2] Xuanhua Middle Sch Yongchuan, Chongqing 402160, Peoples R China
关键词
Convolutional neural networks - Information use - Intelligent robots - Sports;
D O I
10.1155/2022/8393612
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
With the development of science and technology, more and more fields have begun to use AI to provide convenient services for humans. Artificial intelligence (AI) refers to a new technology that uses human thinking to respond accordingly through computers and robots to assist human beings. Action recognition is an important research project that needs to be broken through in many industries, such as security system, martial arts instruction, and dance training. This paper aims to study a method for action recognition using AI technology and to build a sports training management information system. In this paper, a recognition model and related algorithms using a convolutional neural network (CNN) are proposed, and an intelligent sports training management information system is constructed. The system and the model are tested, the action recognition effect of 60 athletes in a university is tested, and the comparison with the traditional recognition algorithm is carried out. The results show that the CNN recognition accuracy test results used in this paper are generally more than 90%, while the traditional recognition accuracy rate is only about 75%, and the highest is not more than 86%; the training management information system of this paper takes about 15.7 s, and the maximum time is not more than 10 s, while the traditional recognition system takes about 15.7 s, which is about twice the time of the system in this paper. Therefore, it shows that the CNN recognition method in this paper has a significantly better effect on the recognition of athletes' movements, and the sports training management information system constructed in this paper is less time-consuming and faster and has certain feasibility.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Construction and Simulation of Athlete's Wrong Action Recognition Model in Sports Training Based on Embedded Wireless Communication and Computer Vision
    Gao, Naichun
    [J]. Wireless Communications and Mobile Computing, 2021, 2021
  • [22] Construction and Simulation of Athlete's Wrong Action Recognition Model in Sports Training Based on Embedded Wireless Communication and Computer Vision
    Gao, Naichun
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [23] Sports combination training action recognition based on SMO algorithm optimization model
    Zhang, Jianye
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021,
  • [24] Construction of Library Management Information System
    Zhang, Lian-feng
    Zhou, Rui-jin
    Sui, Li-ping
    Wu, Guo-qing
    [J]. ADVANCES IN COMPUTER SCIENCE, ENVIRONMENT, ECOINFORMATICS, AND EDUCATION, PT 5, 2011, 218 : 467 - 471
  • [25] Construction Management Information System at JINR
    Ceballos, C.
    Kolozhvari, A. A.
    Dolbilov, A. G.
    Semenov, R. N.
    Tsapulina, E. A.
    Rodriguez, A.
    Sheremetiev, A. D.
    Murin, Yu. A.
    MPD-ITS Collaboration
    [J]. PHYSICS OF PARTICLES AND NUCLEI LETTERS, 2023, 20 (05) : 981 - 987
  • [26] Construction Management Information System at JINR
    C. Ceballos
    A. A. Kolozhvari
    A. G. Dolbilov
    R. N. Semenov
    E. A. Tsapulina
    A. Rodriguez
    A. D. Sheremetiev
    Yu. A. Murin
    [J]. Physics of Particles and Nuclei Letters, 2023, 20 : 981 - 987
  • [27] Footprint Extraction and Sports Training Action Recognition Based on Wireless Network Communication
    Jiang, Lu
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [28] The management process of sports training: a complex dynamic system
    Luengo, Nahuel A.
    Martinez Alvarez, Fidel
    [J]. ARRANCADA, 2014, 14 (26): : 23 - 38
  • [29] A Plan for Constructing an Information Service System for Construction Project Management using GIS Information
    Kim, SeongJin
    Ok, Hyun
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL JOINT CONFERENCE ON KNOWLEDGE DISCOVERY, KNOWLEDGE ENGINEERING AND KNOWLEDGE MANAGEMENT, VOL 3 (KMIS), 2016, : 241 - 247
  • [30] Sports Information Acquisition and Functional Training System Based on Multisensor Information Fusion
    Ma, Zhonglin
    Yu, Zhihao
    Zhang, Jingshan
    [J]. JOURNAL OF SENSORS, 2021, 2021