Individual Intervention and Assessment of Students' Physical Fitness Based on the "Three Precision" Applet and Mixed Strategy Optimised CNN Networks

Authors

  • Daomeng Zhang Zhengzhou Business University

DOI:

https://doi.org/10.4108/eetpht.10.5852

Keywords:

individual intervention for student fitness, mushroom propagation optimisation algorithm, convolutional neural network, Backpropagation Neural Network, "Three Precision" applet

Abstract

With the development of network technology and intelligent application platforms, the "Three Precision" applet as a method of individual intervention for students' physical fitness can not only enable students to obtain the improvement of physical fitness and lifelong sports habits, but also establish a new bridge of cooperation between home and school. The analysis method of student physical fitness individual intervention assessment is affected by a variety of factors such as the framework design of the WeChat applet platform and the subjectivity of the intervention, which leads to the inefficiency of the student physical fitness individual intervention assessment method. To address this problem, we analyse the mode and content of students' physical fitness individual intervention based on the "Three Precision" applet, extract the feature vectors of students' physical fitness individual intervention, construct a system of students' physical fitness individual intervention assessment indexes, and establish a method of students' physical fitness individual intervention assessment based on big data technology and WeChat applet by combining the mushroom propagation optimization algorithm and convolutional neural network. Individual intervention assessment method based on big data technology and WeChat applet. The effectiveness and robustness of the proposed method are verified by using the data recorded in the "Three Precision" applet as the input data of the model. The results show that the proposed method meets the real-time requirements and improves the prediction accuracy of the individual intervention assessment method, which significantly improves the efficiency of the individual intervention assessment of students' physical fitness.

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References

Zhai H .The Construction of an Intelligent Service System for Students' Physique and Health[J].Journal of circuits, systems and computers, 2023(9) :32. DOI: https://doi.org/10.1142/S0218126623501517

Turner J , Clanchy K , Vincze L .Telehealth interventions for physical activity and exercise participation in postpartum women: a quantitative systematic review[J].Preventive Medicine: an International Journal Devoted to Practice and Theory, 2023:167. DOI: https://doi.org/10.1016/j.ypmed.2022.107413

Carnett A .Assessing prerequisite skills to select the best communication modality[J].Evidence based communication assessment and intervention , 2022(1/4):16. DOI: https://doi.org/10.1080/17489539.2022.2116982

Chu T .Research on College Students' Physique Testing Platform Based on Big Data Analysis[J].Mathematical Problems in Engineering, 2022, 2022. DOI: https://doi.org/10.1155/2022/4615020

Singh B , Zopf E M , Howden E J .Effect and feasibility of wearable physical activity trackers and pedometers for increasing physical activity and improving health outcomes in cancer survivors:A systematic review and meta-analysis[J]. Exercise and Health Sciences (English), 2022, 11(2):10. DOI: https://doi.org/10.1016/j.jshs.2021.07.008

Pessoa M L F , Bandeira P F R , Silva E F L , Macedo D S, Martins C M L. A six-month multicomponent intervention improves Down syndrome adolescents' physical fitness[J].Science & Sports, 2023, 38(1):96-101. DOI: https://doi.org/10.1016/j.scispo.2022.02.005

Wang L , Guo F , Zhao C , Zhao M, Zhao C, Guo J. The effect of aerobic dancing on physical fitness and cognitive function in older adults during the COVID-19 pandemic-a natural experiment[J]. Sports Medicine and Health Sciences (in English), 2023(003):005. DOI: https://doi.org/10.1016/j.smhs.2023.07.005

Alvarez A .The Effects of a Psychosocial Environment on College Women's Exercise Regulations and Social Physique Anxiety[J].Unt Theses & Dissertations, 2015.

Boukamcha H , Atri M , Smach F .A real-time auto calibration technique for stereo camera[J]. Technology, 2020, 12(1):74-94. DOI: https://doi.org/10.1504/IJCAET.2020.103841

Liu Z , Kan J .Effect of Basketball on Improving the Health of Obese People under the Monitoring of Internet of Things Technology[J].Mobile Information Systems, 2021, 2021(7):1-8. DOI: https://doi.org/10.1155/2021/9525062

Seger I , Lundvall S , Eklund A , Jamshidpey A, Takats J , Stlman C. A Sustainable Swedish School Intervention with Extra Aerobic Exercise -Its Organisation and Effects on Physical Fitness and Academic Achievement[J].Sustainability, 2022, 14. DOI: https://doi.org/10.3390/su14052822

Griffiths C , Silva K D , Hina F , Jugon S, Willis G, Yardley S. Effectiveness of a Fitbit Based Sleep and Physical Activity Intervention in an Early Intervention Psychosis (EIP) Service[J]. Journal of Psychiatry (English), 2022(002):012. DOI: https://doi.org/10.4236/ojpsych.2022.122015

Boushehri S N , Farazmand M , Zar A .Dietary assessment and effect of Pilates exercises on quality of life, body composition, and physical fitness in Iranian postmenopausal women[J].Comparative exercise physiology, 2022(3):18. DOI: https://doi.org/10.3920/CEP210040

Kong S , Wang Y Q .Monitoring cognitive development through the assessment of computational thinking practices: a longitudinal intervention on primary school students[J].Comput. Hum. Behav. 2023, 145:107749. DOI: https://doi.org/10.1016/j.chb.2023.107749

Rossbach A M , Lester-Smith R A .Greater severity of non-instrumental and instrumental voice assessment findings may predict longer than 7.5 session duration of pediatric voice therapy for benign vocal fold pathologies1[J].Evidence based communication assessment and intervention, 2022(1 /4):16. DOI: https://doi.org/10.1080/17489539.2023.2246752

Osipov A , Orlova I , Iermakov S , Ratmanskaya T, Nagovitsyn R, Kudryavtsev M. Harmonious physique development and obesity prevention of preschool girls[J].Physical Activity Review, 2021(2). DOI: https://doi.org/10.16926/par.2021.09.22

Roulet S , Williot A , Sos C , Mazaleyrat M, Marteau E, Laulan J. Comparison of subjective outcomes of Darrach and Sauvé-Kapandji procedures at a minimum 2 years' follow-up[J].Revue de chirurgie orthopedique et traumatologique, 2021(5):107. DOI: https://doi.org/10.1016/j.otsr.2021.102974

Ke D H , Su Z Q , Zhuang X Y , Gao X X. Effect of active medical intervention on the physique and neuropsychological development of full-term infants. Follow-up effect evaluation[J].Chinese Journal of Clinical Rehabilitation, 2004.

Le-Rong H .Sports Intervention for the Physique Status Quo of Sichuan Urban Middle School Students[J].Journal of Chengdu Sport University, 2010.

Xiao-Zhen W U , Xiu L .Experimental study on exercise's intervention to the physique condition of the elderly[J].Journal of Fuyang Teachers College Journal of Fuyang Teachers College (Natural Science), 2012.

Lindwall M , Lindgren E C .The effects of a 6-month exercise intervention programme on physical self-perceptions and social physique anxiety in non physically active adolescent Swedish girls[J].Psychology of Sport & Exercise, 2005, 6(6):643-658. DOI: https://doi.org/10.1016/j.psychsport.2005.03.003

Piatkowski A A , Wederfoort J L M , Hommes J E , Schop S S J, Krastev T K, Van Kuijk S M J. Effect of Total Breast Reconstruction With Autologous Fat Transfer Using an Expansion Device vs Implants on Quality of Life Among Patients With Breast Cancer: a Randomized Clinical Trial[J].JAMA surgery, 2023(5):158. DOI: https://doi.org/10.1001/jamasurg.2022.7625

Mahdi B, Malck M, Samira S. A novel nature-inspired technique based on mushroom reproduction for constraint solving and optimisation[J]. International Journal of Computational Intelligence and Applications, 2022, 19(2): 2050010.

Kai Z,Wangmeng Z,Yunjin C, Deyu M, Lei Z. Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising[J].IEEE Transactions on Image Processing, 2017.

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Published

24-05-2024

How to Cite

1.
Zhang D. Individual Intervention and Assessment of Students’ Physical Fitness Based on the "Three Precision" Applet and Mixed Strategy Optimised CNN Networks. EAI Endorsed Trans Perv Health Tech [Internet]. 2024 May 24 [cited 2024 Jul. 13];10. Available from: https://publications.eai.eu/index.php/phat/article/view/5852