Open Access

Research on Digital Reform Strategy and Teaching Platform Development for Plant Landscape Courses in Colleges and Universities for Smart Education

  
Mar 19, 2025

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Figure 1.

System function module diagram
System function module diagram

Figure 2.

Overall architecture of the system
Overall architecture of the system

Figure 3.

Learning path frame diagram
Learning path frame diagram

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
Language:
English