Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2021 Sep 24:2021:7340140.
doi: 10.1155/2021/7340140. eCollection 2021.

Design of the Exercise Load Data Monitoring System for Exercise Training Based on the Neural Network

Panlong Qin  1 , Wei Feng  1
Affiliations

Design of the Exercise Load Data Monitoring System for Exercise Training Based on the Neural Network

Panlong Qin et al. J Healthc Eng. .

Retraction in

Abstract

In order to monitor the sports load data of athletes in sports training, this paper studies the methods and systems of sports load monitoring and fatigue warning based on neural network technology. In this paper, the neural network parallel optimization algorithm based on big data is used to accurately estimate the motion load and intensity according to the determined motion mode and acceleration data, so as to realize the real-time monitoring of the exercise training. The results show that the value of η is usually small to ensure that the weight correction can truly follow the direction of the gradient descent. In this paper, 176 samples were extracted from the monitoring data collected by the "National Tennis Team Information Platform," 160 of which were selected as training samples and the other 16 as test samples. Ant colony size M = 20. The minimum value W min of the weight interval is -2, and the maximum value W max is 2. The maximum number of iterations is set to 200. σ = 1; that is, only one optimal solution is retained. The domain is divided into 60 parts evenly; that is, r = 60. Generally, η can be taken as any number [28] between [10-3, 10], but the value is usually small to ensure that the weight correction can truly follow the direction of the gradient descent. In this paper, the value is 0.003. In the early warning stage of exercise fatigue, reasonable measurement units of exercise fatigue time were divided according to the characteristics of different exercise items. It is proved that the Bayesian classification algorithm can effectively avoid the sports injury caused by overtraining by warning the fatigue and preventing the sports injury caused by overtraining.

PubMed Disclaimer

Conflict of interest statement

The authors declare that they have no conflicts of interest.

Figures

Figure 1
Figure 1
BP network structure.
See this image and copyright information in PMC

References

    1. Yan M. A., Deng H., University X. J. Design of sports training correction system based on virtual reality. Information & Technology . 2019;28
    1. Lin Y., Qu Q., Lin Y., et al. Customizing robot-assisted passive neurorehabilitation exercise based on teaching training mechanism. BioMed Research International . 2021;2021(31):10. doi: 10.1155/2021/9972560.9972560 - DOI - PMC - PubMed
    1. Ibrahim A. A., Althomali O. W., Atyia M. R., et al. A systematic review of trials investigating the efficacy of exercise training for functional capacity and quality of life in chronic kidney disease patients. International Urology and Nephrology . 2021;32 doi: 10.1007/s11255-021-02917-4. - DOI - PubMed
    1. Liu Z., Liu Y. Design of estrus monitoring system for cows based on wechat public platform. Journal of Chinese Agricultural Mechanization . 2019;12
    1. Junji T., Yudai I., Torii I., et al. A guidance generation method based on joint vector model for an exercise training support system. IEEJ Transactions on Electronics, Information and Systems . 2020;140(3):364–374.

Publication types