Research on Digital Reform Strategy and Teaching Platform Development for Plant Landscape Courses in Colleges and Universities for Smart Education
Mar 19, 2025
About this article
Published Online: Mar 19, 2025
Received: Oct 19, 2024
Accepted: Feb 08, 2025
DOI: https://doi.org/10.2478/amns-2025-0449
Keywords
© 2025 Hui Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

The correlation analysis of process requirements and learning goals
| Dimension | Knowledge and skills | Process and method | Emotional attitude | ||||
|---|---|---|---|---|---|---|---|
| Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | ||
| Process demand | Learning mode | 0.804** | 0 | 0.816** | 0 | 0.744** | 0 |
| Learning schedule | 0.743** | 0 | 0.775** | 0 | 0.849** | 0 | |
| Interactive mode | 0.825** | 0 | 0.724** | 0 | 0.805** | 0 | |
| Interaction frequency | 0.798** | 0 | 0.787** | 0 | 0.781** | 0 | |
Correlation analysis of content requirements and learning goals
| Dimension | Knowledge and skills | Process and method | Emotional attitude | ||||
|---|---|---|---|---|---|---|---|
| Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | ||
| Content demand | Content difficulty | 0.757** | 0.000 | 0.689** | 0.004 | 0.892** | 0.000 |
| Content span | 0.691** | 0.003 | 0.625** | 0.003 | 0.834** | 0.000 | |
| Learning activity | 0.878** | 0.000 | 0.706** | 0.000 | 0.768** | 0.000 | |
Correlation analysis of resource requirements and learning goals
| Dimension | Knowledge and skills | Process and method | Emotional attitude | ||||
|---|---|---|---|---|---|---|---|
| Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | ||
| Resource requirements | Resource type | 0.552* | 0.014 | 0.507* | 0.037 | 0.689** | 0.000 |
| Resource quantity | 0.657** | 0.000 | 0.645** | 0.000 | 0.621** | 0.000 | |
| Learning partner | 0.592** | 0.000 | 0.536* | 0.029 | 0.542* | 0.029 | |
The properties of the clustering master mode
| KS-1 | KS-2 | KS-3 | KS-4 | KS-5 | KS-6 | KS-7 | KS-8 | KS-9 | |
|---|---|---|---|---|---|---|---|---|---|
| A1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 |
| A2 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 |
| A3 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 |
| A4 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 |
| A5 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 |
| A6 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 |
| B1 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 |
| B2 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Attribute | 9 | 4 | 7 | 6 | 3 | 0 | 1 | 2 | 1 |
| Number | 143 | 64 | 92 | 69 | 43 | 36 | 51 | 54 | 91 |
Complete learning path
| Categories | Path | Overall population |
|---|---|---|
| 1 | KS-6→ KS-9→ KS-8→ KS-1 | 329 |
| 2 | KS-6→ KS-9→ KS-7→ KS-1 | 314 |
| 3 | KS-6→ KS-4→ KS-5→ KS-3→ KS-1 | 387 |
| 4 | KS-6→ KS-2→ KS-1 | 243 |
Evaluate the relevance of requirements to learning goals
| Dimension | Knowledge and skills | Process and method | Emotional attitude | ||||
|---|---|---|---|---|---|---|---|
| Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | Coefficient | Sig.(Double tail) | ||
| Evaluation requirement | Evaluation criteria | 0.675** | 0 | 0.618** | 0.006 | 0.613** | 0 |
| Assessment mode | 0.788** | 0 | 0.702** | 0 | 0.719** | 0 | |
| Evaluation time | 0.607** | 0 | 0.664** | 0 | 0.662** | 0.004 | |
| Evaluation feedback | 0.873** | 0 | 0.735** | 0 | 0.742** | 0 | |
Properties master the final cluster center of probability
| Attribute | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|
| A1 | 0.938 | 0.921 | 0.918 | 0.923 | 0.922 | 0.927 | 0.922 | 0.922 | 0.922 |
| A2 | 0.932 | 0.914 | 0.924 | 0.925 | 0.914 | 0.911 | 0.917 | 0.919 | 0.916 |
| A3 | 0.935 | 0.922 | 0.916 | 0.917 | 0.916 | 0.923 | 0.914 | 0.925 | 0.921 |
| A4 | 0.977 | 0.965 | 0.959 | 0.962 | 0.962 | 0.96 | 0.959 | 0.958 | 0.957 |
| A5 | 0.978 | 0.958 | 0.963 | 0.962 | 0.968 | 0.961 | 0.964 | 0.969 | 0.964 |
| A6 | 0.936 | 0.923 | 0.924 | 0.93 | 0.917 | 0.922 | 0.926 | 0.92 | 0.918 |
| B1 | 0.952 | 0.938 | 0.936 | 0.938 | 0.933 | 0.934 | 0.941 | 0.928 | 0.94 |
| B2 | 0.949 | 0.934 | 0.938 | 0.937 | 0.941 | 0.937 | 0.934 | 0.93 | 0.926 |
Analysis of the difference of personalized learning
| Dimension | Class | Number | Mean | SD | T | P |
|---|---|---|---|---|---|---|
| Knowledge and skills | Experimental Class | 150 | 3.9 | 0.776 | 0.047 | 0 |
| Control Class | 150 | 3.57 | 0.6624 | |||
| Process and method | Experimental Class | 150 | 3.93 | 0.8116 | 0.039 | 0 |
| Control Class | 150 | 3.14 | 0.6125 | |||
| Emotional attitude | Experimental Class | 150 | 3.83 | 0.6941 | 0.034 | 0 |
| Control Class | 150 | 3.21 | 0.6225 |
