Accesso libero

Machine Learning Model Construction and Practice for Personalized Training Programs in Physical Education and Sport Teaching

Qun Wan

Qun Wan

School of Teacher Education, Zhangzhou City Vocational CollegeZhangzhou, China
Cerca questo autore su
Sciendo|Google Scholar
Wan, Qun
  
19 mar 2025
Machine Learning Model Construction and Practice for Personalized Training Programs in Physical Education and Sport Teaching's Cover Image
INFORMAZIONI SU QUESTO ARTICOLO
Articolo precedente
Articolo Successivo
Cita
Scarica la copertina
Pubblicato online: 19 mar 2025
Ricevuto: 05 nov 2024
Accettato: 08 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0374
Parole chiave
© 2025 Qun Wan, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

The correlation between attributes
The correlation between attributes

Figure 2.

Distribution of boys in different categories
Distribution of boys in different categories

Figure 3.

BP neural network overall structure
BP neural network overall structure

Figure 4.

Hidden layer node number and Iteration times and error loss
Hidden layer node number and Iteration times and error loss

The proportion of students at each category from 2016 to 2019

Year Excellent class Good class Passing class Inferior class
2023 0.86% 15.94% 75.93% 8.46%
2022 1.04% 16.86% 72.38% 10.28%
2021 1.42% 20.31% 67.89% 10.75%
2020 1.02% 19.82% 70.36% 10.29%

The mean value in different project of each attribute for female and male

Female
Height (cm) Weight (kg) Lung capacity (mL) 50m run (s) Fixed jump (cm) Preflexion (cm) Endurance project (s) Power project (kg)
Excellent class 176.93 65.95 5520.22 6.56 257.56 16.3 212.82 18.76
Good class 176.87 65.82 5187.35 6.91 244.78 13.72 231.19 12.69
Passing class 176.35 70.11 4865.18 7.67 225.84 10.24 257.06 6.12
Inferior class 176.42 84.61 4696.17 8.36 199.66 6.43 304.74 2.03
Male
Excellent class 167.43 56.94 3851.67 7.76 204.13 17.95 214 51.08
Good class 164.98 54.83 3661.15 8.89 182.96 17.56 230.28 41.56
Passing class 163.74 55.9 3191.12 9.62 165.34 13.83 252.12 36.57
Inferior class 164.17 65.65 2886.74 11.46 147.49 11.11 291.26 32.25

Adjusted exercise prescription for men in Category 1 (First week)

Week 1 Training topic Training content Motor intensity Exercise group/rest
Train 1 Upper limb muscle Aerobic endurance Flat support 34 seconds 3 sets/rest for 35 seconds
Skin-board push-ups 19 times/group 3 sets/rest for 35 seconds
Straight arm suspension 34seconds/group 3 sets/rest for 50 seconds
push-ups 16times/group 3 sets/rest for 35 seconds
3000m The distribution speed is 5 minutes and 42 per kilometer
Train 2 Torso power + Aerobic endurance Flat support 34s/group 3 sets/rest for 30 seconds
Crib 23s/group 3 sets/rest for 35 seconds
Double up 18s/group 3 sets/rest for 50 seconds
4000m The distribution speed is 5 minutes and 38 seconds per kilometer 3 sets/rest for 35 seconds
Train 3 Upper limb torso Flat support 34s/group 3 sets/rest for 35 seconds
Straight arm suspension 34s/group 3 sets/rest for 30 seconds
Push-ups 23s/group 3 sets/rest for 50 seconds
Crib 23s/group 3 sets/rest for 30 seconds
Week 2 Training topic Training content Motor intensity Exercise group/rest
Train 1 Upper limb muscle Aerobic endurance Flat support 34s 3 sets/rest for 35 seconds
Skin-board push-ups 24s/group 3sets/rest for 30 seconds
Straight arm suspension 34s/group 2sets/rest for 40 seconds
Bent arm suspension 25s/group 2sets/rest for 45 seconds
Push-ups 14s/group 3sets/rest for 35 seconds
2000m The distribution speed is 5 minutes and 42 per kilometer
Train 2 Torso power + Aerobic endurance Flat support 34s/group 3sets/rest for 40 seconds
Crib 29s/group 3sets/rest for 40 seconds
Double up 24s/group 3sets/rest for 40 seconds
2500m The distribution speed is 5 minutes and 41 per kilometer
Train 3 Upper limb torso Flat support 34/group 3sets/rest for 35 seconds
Straight arm suspension 34/group 3sets/rest for 52 seconds
Bent arm suspension 23/group 3sets/rest for 40 seconds
Push-ups 23/group 3sets/rest for 40 seconds
Crib 30s/group 2sets/rest for 35 seconds
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
Feed RSS della rivista