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Research on the New Mode of Integration and Development of College Students’ Physical Education Teaching and Athletic Training Empowered by Cloud Computing Technology in Colleges and Universities

Cheng Rong

Cheng Rong

Branch of Suzhou Construction & Communications, Jiangsu Union Technical InstituteSuzhou, China
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Rong, Cheng
 und 
Feng Tian

Feng Tian

Branch of Suzhou Construction & Communications, Jiangsu Union Technical InstituteSuzhou, China
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Tian, Feng
  
29. Sept. 2025
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Online veröffentlicht: 29. Sept. 2025
Eingereicht: 12. Jan. 2025
Akzeptiert: 21. Apr. 2025
DOI: https://doi.org/10.2478/amns-2025-1088
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© 2025 Cheng Rong and Feng Tian, published by Sciendo.
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Cloud computing platform structure
Cloud computing platform structure

Figure 2.

Large number according to the service architecture
Large number according to the service architecture

Figure 3.

System structure function
System structure function

Figure 4.

Algorithm flowchart
Algorithm flowchart

Figure 5.

Contour coefficient diagram
Contour coefficient diagram

Figure 6.

The final clustering is also schematic
The final clustering is also schematic

Figure 7.

Recommended accuracy of different recommendation models
Recommended accuracy of different recommendation models

Figure 8.

The impact of different recent neighbors on recommended results
The impact of different recent neighbors on recommended results

Figure 9.

The effect of different similarity methods on the recommended results
The effect of different similarity methods on the recommended results

Final cluster center

N Final cluster center Data total
1 0.699,0.661,0.342,0.544,0.508,0.833,0.553,0.9,0.587,0.595,0.848,0.333 265
2 0.591,0.867,0.716,0.878,0.457,0.221,0.524,0.486,0.787,0.518,0.881,0.363,0.946 228
3 0.212,0.472,0.614, 0.913,0.532,0.501,0.502,0.376 7

Comparison of physical education after experiment

Sports knowledge Athletic ability Physical behavior Physical psychology
Control group 0.738 0.865 0.905 0.644
Experimental group 0.795 0.946 1.003 0.725
p-value 0.026 0 0.001 0.026
Control group 0.768 0.927 0.972 0.638
Experimental group 0.802 1.025 1.058 0.741
p-value 0.039 0 0.003 0.002

Physical health contrast after experiment

Lung activity (ml)) 50 meters (ss) Fixed jump (cm) Predisposition (cm) 800 meters / 1000 meters (min)) 1 minute sit-ups/laps
Control group 2505 9.75 156.9 15.86 4.275 29.8
Experimental group 2784 9.15 177.2 22.04 3.826 34
p-value 0.03 0.006 0 0 0 0.003
Control group 3488 8.24 209.6 10.25 4.424 5.3
Experimental group 4016 7.57 235.4 17.05 3.684 16.6
p-value 0.002 0 0 0.03 0 0

The initial cluster center formed after the clustering

N Initial cluster center
1 0.72548,0.47335,0.89756,0.57759,0.39929,0.25369,0.92262,0.39352,0.36731,0.20848,0.52399,0.73786,0.44317,0.30909,0.85976,0.65595,0.84858,0.41251
2 0.81555,0.80462,0.52655,0.62047,0.58542,0.93091,0.39356,0.65839,0.44562,0.62879,0.84569,0.83268,0.33746,0.93321,0.32595,0.84117,0.94295,0.21966,0.5159
3 0.31234,0.39535,0.91919,0.81234,0.22264,0.83923,0.34159,0.92848,0.26082,0.8634,0.3755,0.90395,0.51096,0.79227,0.27814,0.68238,0.51867,0.81662,0.38069
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Biologie, Biologie, andere, Mathematik, Angewandte Mathematik, Mathematik, Allgemeines, Physik, Physik, andere
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