Table 8 The accuracy of PAs in the first 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 | 98.64 | 99.9 | 98.45 | 99.74 | 2.84 | 2.15 |
PA-21 | Line 12 | 98.55 | 99.85 | 98.36 | 99.65 | 3.15 | 1.99 |
PA-23 | Line 23 | 98.9 | 99.83 | 98.52 | 99.86 | 3.05 | 2.25 |
PA-32 | Line 23 | 98.85 | 99.96 | 98.65 | 99.69 | 3.02 | 2.11 |
PA-34 | Line 34 | 98.72 | 99.92 | 98.14 | 99.41 | 3.16 | 1.89 |
PA-43 | Line 34 | 98.84 | 99.89 | 98.26 | 99.35 | 3.28 | 1.75 |
PA-56 | Line 56 | 98.56 | 99.96 | 98.68 | 99.75 | 3.36 | 1.86 |
PA-65 | Line 56 | 98.78 | 99.9 | 98.24 | 99.63 | 3.45 | 1.89 |
Average | 98.73 | 99.90 | 98.41 | 99.63 | 3.16 | 1.98 | |