Table 1 Modeling results based on spectral features
Storage time (h) | Evaluation index | Classification model | ||
|---|---|---|---|---|
RF | SVM (c = 13.9288, g = 0.1649) | XGBoost (eta = 1, max_depth = 1) | ||
2 | Number of misjudgments | 0 | 1 | 0 |
Accuracy (%) | 100.00 | 95.00 | 100.00 | |
8 | Number of misjudgments | 3 | 4 | 1 |
Accuracy (%) | 85.00 | 80.00 | 95.00 | |
24 | Number of misjudgments | 10 | 16 | 10 |
Accuracy (%) | 50.00 | 20.00 | 50.00 | |
48 | Number of misjudgments | 8 | 6 | 7 |
Accuracy (%) | 60.00 | 70.00 | 65.00 | |
Total number of misjudgments | 21 | 27 | 18 | |
Overall accuracy (%) | 73.75 | 66.25 | 77.50 | |