Research on the Teaching Reform Path of Colleges and Universities in Transportation and Water Transportation Education in the Era of Artificial Intelligence
05 lut 2025
O artykule
Data publikacji: 05 lut 2025
Otrzymano: 20 wrz 2024
Przyjęty: 09 sty 2025
DOI: https://doi.org/10.2478/amns-2025-0065
Słowa kluczowe
© 2025 Erxi Li, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

Figure 4.

Add the experimental results of alternative keyword optimization
First set | Second group | Third group | Fourth group | Fifth group | Sixth group | Mean value | |
---|---|---|---|---|---|---|---|
T1 | 0.690 | 0.770 | 0.640 | 0.770 | 0.690 | 0.740 | 0.717 |
T2 | 0.320 | 0.320 | 0.310 | 0.270 | 0.310 | 0.350 | 0.313 |
T3 | 0.941 | 0.921 | 0.951 | 0.957 | 0.858 | 0.975 | 0.934 |
T4 | 0.455 | 0.461 | 0.474 | 0.489 | 0.452 | 0.465 | 0.466 |
The experimental and the comparison of the course study are analyzed
Dimension | Class | Mean value | Standard deviation | T value | Significance |
---|---|---|---|---|---|
Creative thinking | Previous survey | 13.908 | 3.61 | -0.642 | 0.591 |
Laboratory class survey | 13.952 | 3.207 | |||
Cooperative ability | Previous survey | 14.441 | 3.345 | 1.784 | 0.714 |
Laboratory class survey | 14.275 | 3.339 | |||
Practical ability | Previous survey | 14.609 | 3.545 | 2.211 | 0.572 |
Laboratory class survey | 14.425 | 3.656 | |||
Study interest | Previous survey | 15.286 | 3.339 | 2.931 | 0.463 |
Laboratory class survey | 15.398 | 3.51 | |||
Scale analysis | Previous survey | 96.908 | 9.893 | -0.055 | 0.974 |
Laboratory class survey | 96.052 | 9.226 |
The results of the basic template and the direct participle
First set | Second group | Third group | Fourth group | Fifth group | Sixth group | Mean value | |
---|---|---|---|---|---|---|---|
T1 | 0.810 | 0.810 | 0.770 | 0.840 | 0.770 | 0.850 | 0.808 |
T2 | 0.280 | 0.270 | 0.310 | 0.300 | 0.260 | 0.230 | 0.275 |
T3 | 0.920 | 1.000 | 0.977 | 0.958 | 0.927 | 0.960 | 0.957 |
T4 | 0.391 | 0.700 | 0.460 | 0.337 | 0.371 | 0.321 | 0.430 |
The experimental results of the optimized experiment of subject object
First set | Second group | Third group | Fourth group | Fifth group | Sixth group | Mean value | |
---|---|---|---|---|---|---|---|
T1 | 0.740 | 0.760 | 0.710 | 0.810 | 0.740 | 0.810 | 0.762 |
T2 | 0.340 | 0.410 | 0.350 | 0.260 | 0.260 | 0.230 | 0.308 |
T3 | 0.932 | 0.968 | 0.928 | 0.959 | 0.891 | 0.952 | 0.938 |
T4 | 0.466 | 0.422 | 0.448 | 0.551 | 0.381 | 0.451 | 0.453 |
After the course study
Dimension | Class | Mean value | Standard deviation | T value | Significance |
---|---|---|---|---|---|
Creative thinking | Laboratory class survey | 13.952 | 3.563 | 1.452 | 0.235 |
Laboratory test | 13.918 | 3.16 | |||
Cooperative ability | Laboratory class survey | 14.425 | 3.298 | 1.673 | 0.019 |
Laboratory test | 18.425 | 3.292 | |||
Practical ability | Laboratory class survey | 12.425 | 3.498 | -3.952 | 0.037 |
Laboratory test | 18.398 | 3.609 | |||
Study interest | Laboratory class survey | 15.286 | 3.292 | -2.551 | 0.027 |
Laboratory test | 18.398 | 3.463 | |||
Scale analysis | Laboratory class survey | 96.052 | 9.609 | -3.154 | 0.032 |
Laboratory test | 106.052 | 5.179 |
Comparison of the course learning in the pre-test of the comparison group
Dimension | Class | Mean value | Standard deviation | T value | Significance |
---|---|---|---|---|---|
Creative thinking | Control the pre-shift test | 13.908 | 3.563 | 2.008 | 0.557 |
After the con shift test | 13.797 | 3.16 | |||
Cooperative ability | Control the pre-shift test | 14.441 | 3.298 | 1.854 | 0.047 |
After the con shift test | 16.275 | 3.292 | |||
Practical ability | Control the pre-shift test | 14.609 | 3.498 | -4.052 | 0.034 |
After the con shift test | 16.425 | 3.609 | |||
Study interest | Control the pre-shift test | 15.286 | 3.292 | -2.545 | 0.029 |
After the con shift test | 16.398 | 3.463 | |||
Scale analysis | Control the pre-shift test | 96.908 | 9.609 | -1.121 | 0.041 |
After the con shift test | 102.052 | 5.179 |
The study of the post-course study is compared
Dimension | Class | Mean value | Standard deviation | T value | Significance |
---|---|---|---|---|---|
Creative thinking | After the con shift test | 13.918 | 1.682 | 1.575 | 0.213 |
Experimental class after test | 13.797 | 1.826 | |||
Cooperative ability | After the con shift test | 16.275 | 2.287 | 1.834 | 0.029 |
Experimental class after test | 18.275 | 2.036 | |||
Practical ability | After the con shift test | 16.425 | 2.291 | -5.131 | 0.055 |
Experimental class after test | 18.425 | 1.942 | |||
Study interest | After the con shift test | 16.398 | 2.14 | -3.451 | 0.028 |
Experimental class after test | 18.398 | 2.089 | |||
Scale analysis | After the con shift test | 102.052 | 1.649 | -1.553 | 0.031 |
Experimental class after test | 106.052 | 1.665 |