Table 11 The accuracy of PAs in the sixth scenario (validation data accuracy).
Protection agent | Protection zone | Fault detection accuracy (%) | FT and FP accuracy (%) | Fault location error (%) | |||
|---|---|---|---|---|---|---|---|
DNN-1 | DNN-2 | DNN-1 | DNN-2 | DNN-1 | DNN-2 | ||
PA-12 | Line 12 | 97.53 | 98.78 | 97.14 | 98.67 | 4.21 | 2.78 |
PA-12 | Lateral 12 − 0 | 95.78 | 97.2 | 95.85 | 97.06 | 5.96 | 3.65 |
PA-23 | Line 23 | 96.6 | 97.73 | 96.93 | 98.15 | 3.86 | 2.41 |
PA-23 | Lateral 23 − 0 | 95.54 | 97.02 | 95.56 | 97.04 | 5.68 | 4.38 |
PA-34 | Line 34 | 97.69 | 98.23 | 97.74 | 98.28 | 3.79 | 2.59 |
PA-34 | Lateral 34 − 0 | 95.94 | 96.8 | 96.1 | 97.19 | 5.89 | 4.17 |
PA-56 | Line 56 | 97.49 | 98.79 | 97.96 | 98.89 | 4.05 | 2.74 |
PA-56 | Lateral 56 − 0 | 95.75 | 97.1 | 95.82 | 97.11 | 6.51 | 3.96 |
Average | 96.54 | 97.7 | 96.63 | 97.79 | 4.99 | 3.33 | |
