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Personalized Training Path Design for Civil Aviation Flight Cadet Physical Education Course Based on Genetic Algorithm

Wei Song

Wei Song

Physical Education Department, Civil Aviation University of ChinaChina
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Sciendo|Google Scholar
Song, Wei
 und 
Lina Wang

Lina Wang

Department of Physical Education, Tiangong UniversityChina
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Sciendo|Google Scholar
Wang, Lina
  
26. Sept. 2025
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Online veröffentlicht: 26. Sept. 2025
Eingereicht: 14. Jan. 2025
Akzeptiert: 16. Apr. 2025
DOI: https://doi.org/10.2478/amns-2025-1044
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© 2025 Wei Song and Lina Wang, published by Sciendo.
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

The schematic diagram of the selection of exercise courses
The schematic diagram of the selection of exercise courses

Figure 2.

Flowchart of genetic algorithm
Flowchart of genetic algorithm

Figure 3.

Flowchart of chaotic genetic algorithm
Flowchart of chaotic genetic algorithm

Figure 4.

The iteration and optimal solution’s average number of GA and This model
The iteration and optimal solution’s average number of GA and This model

Figure 5.

The iteration number and average run time of GA and This model
The iteration number and average run time of GA and This model

Part of Difficulty parameter evaluation

Course ID Tyn Ten Syn Sen v Cmax Cmin Pe Ce
9156794 164 78 519 90 0.7 0.86 0.26 0.479 0.251
9155019 95 89 491 84 0.4 0.59 0.83 0.647 0.456
9152365 174 90 267 87 0.7 0.72 0.76 0.418 0.589
9081898 112 81 500 92 0.7 0.48 0.24 0.268 0.365
9079052 219 80 394 88 0.2 0.27 0.7 0.407 0.24
9144924 113 79 366 84 0.7 0.25 0.52 0.719 0.768
9149461 229 78 472 93 0.6 0.48 0.88 0.532 0.868
9140811 200 80 503 90 0.9 0.32 0.82 0.345 0.223
9121933 257 87 426 76 0.3 0.36 0.67 0.579 0.31
9122508 213 90 395 95 0.7 0.29 0.61 0.844 0.583
9106360 226 82 522 76 0.2 0.67 0.41 0.404 0.802
9077001 214 89 487 81 0.9 0.55 0.82 0.746 0.862
9142288 200 92 449 90 0.8 0.89 0.87 0.208 0.467
9084531 96 91 512 88 0.6 0.72 0.46 0.22 0.279
9095009 206 90 597 92 0.8 0.28 0.49 0.603 0.806

Part of Course parameter standard table

Course ID Rsi Rdi wi Pr
9104716 0.6 0.7 0.9 0.22
9098606 0.7 0.6 0.4 0.651
9076607 1 0.7 0.2 0.614
9124687 0.7 0.7 0.2 0.159
9121201 0.6 0.3 0.6 0.738
9113545 1 1 0.5 0.716
9103936 0.6 0.4 0.8 0.81
9062993 0.9 0.6 0.7 0.991
9129910 0.9 0.6 0.5 0.999
9145046 0.8 0.7 0.7 0.728
9082595 0.9 0.8 0.5 0.157
9061804 0.9 0.8 0.3 0.389
9087248 0.2 0.6 0.7 0.243
9152541 0.2 0.8 0.9 0.448
9097639 0.4 0.3 0.3 0.167
9115983 0.4 0.4 0.3 0.189
9111235 0.9 0.4 0.7 0.865
9116459 0.9 0.3 0.5 0.249
9101055 0.7 0.2 0.3 0.177
9100591 0.8 0.8 0.5 0.591
9120519 0.4 0.4 0.6 0.327
9119303 0.6 0.3 0.8 0.273
9085241 0.8 0.3 0.3 0.542
9158493 0.9 0.4 0.9 0.724
9098077 0.9 0.6 0.4 0.407
9118030 0.5 0.2 0.7 0.244
9061517 0.7 0.8 0.8 0.357
9157155 0.9 1 0.4 0.397
9093878 0.7 0.7 0.9 0.597
9061248 0.9 0.6 0.7 0.446

Results of course selection

Scheme Course ID λ1 λ2 λ3 λ4 Tr Pr Cd Ce
1 9152778 0.384 0.832 0.398 0.427 0.322 0.324 0.519 0.383
2 9072347 0.514 0.513 0.509 0.582 0.601 0.546 0.269 0.638
3 9091817 0.848 0.576 0.706 0.21 0.549 0.828 0.494 0.716
4 9146788 0.546 0.898 0.378 0.413 0.806 0.66 0.713 0.395
5 9133564 0.255 0.54 0.235 0.226 0.856 0.68 0.464 0.847
6 9151047 0.658 0.588 0.779 0.844 0.361 0.871 0.346 0.821
7 9142711 0.79 0.888 0.571 0.641 0.825 0.628 0.202 0.586
8 9134857 0.475 0.242 0.291 0.618 0.435 0.586 0.207 0.639
9 9132675 0.57 0.576 0.854 0.781 0.618 0.615 0.826 0.52
10 9117481 0.555 0.592 0.62 0.66 0.484 0.392 0.632 0.403

Course teacher information list

Teacher ID Course ID Tf Df Rti Tr
101728 9110234 0.5 0.8 0.4 0.595
102680 9098389 0.3 0.8 0.4 0.228
102704 9142310 0.5 0.4 0.5 0.477
101849 9144462 0.6 0.2 0.3 0.324
100797 9133783 0.8 0.2 0.2 0.628
100646 9137106 0.4 0.3 0.6 0.33
102173 9074481 0.8 0.2 0.2 0.569
102473 9123551 0.6 0.7 0.3 0.264
102819 9154533 0.5 0.8 0.5 0.888
100655 9072666 0.8 0.3 0.5 0.748

Grade of course evaluation table

Course ID Adi w Cmax Cmin Q Cd
9071912 0.517 0.3 0.83 0.81 0.64 0.866
9114057 0.606 0.7 0.25 0.48 0.74 0.521
9106017 0.449 0.4 0.73 0.69 0.41 0.673
9149532 0.338 0.4 0.22 0.49 0.63 0.518
9119202 0.549 0.7 0.48 0.31 0.78 0.588
9088068 0.621 0.5 0.71 0.35 0.49 0.222
9095329 0.672 0.4 0.27 0.63 0.87 0.393
9145476 0.229 0.3 0.59 0.33 0.62 0.803
9065403 0.847 0.4 0.24 0.78 0.54 0.824
9094533 0.327 0.5 0.63 0.8 0.84 0.468
9117828 0.304 0.4 0.68 0.29 0.58 0.736
9142447 0.551 0.6 0.23 0.62 0.47 0.611
9157060 0.428 0.7 0.22 0.68 0.48 0.598
9089846 0.75 0.9 0.89 0.57 0.23 0.491
9061237 0.244 0.8 0.81 0.75 0.41 0.524
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