Table 6 Cross-validation results in without PV scenario for impact of normalization test
Fold number | Accuracy (%) | |||
|---|---|---|---|---|
Without normalization | With normalization | |||
Stability | Critical Bus | Stability | Critical Bus | |
1 | 96.49 | 87.95 | 97.48 | 96.72 |
2 | 97.03 | 90.16 | 97.71 | 97.10 |
3 | 95.96 | 87.95 | 98.40 | 97.18 |
4 | 97.03 | 85.51 | 98.25 | 97.56 |
5 | 95.88 | 87.34 | 97.25 | 96.49 |
6 | 96.80 | 83.75 | 97.94 | 96.19 |
7 | 94.81 | 76.13 | 98.63 | 97.10 |
8 | 96.87 | 88.55 | 97.86 | 96.64 |
9 | 96.56 | 89.54 | 97.86 | 96.87 |
10 | 97.25 | 85.27 | 99.01 | 97.10 |
Mean | 96.47 | 86.22 | 98.04 | 96.90 |
Standard deviation | 0.70 | 3.85 | 0.51 | 0.38 |