Table 14 Comparison of the PAs average accuracy (validation data accuracy) and the PAs’ detection time in different scenarios.
Parameter | Fault detection accuracy (%) | FT and FP accuracy (%) | Fault location error (%) | The PAs’ Fault Detection Time | ||||
|---|---|---|---|---|---|---|---|---|
Scenarios | ||||||||
DNN-1 | DNN-2 | DNN-1 | DNN-2 | DNN-1 | DNN-2 | DNN-1 | DNN-2 | |
Scenario 1 | 98.73 | 99.90 | 98.41 | 99.63 | 3.16 | 1.98 | 14 msec | 18 msec |
Scenario 2 | 97.94 | 98.94 | 97.8 | 98.87 | 3.09 | 1.85 | 13 msec | 16 msec |
Scenario 3 | 97.11 | 98.26 | 97.13 | 98.27 | 4.35 | 2.92 | 16 msec | 18 msec |
Scenario 4 | 97.83 | 99.03 | 97.82 | 99.03 | 3.57 | 2.08 | 13 msec | 14 msec |
Scenario 5 | 96.96 | 98.37 | 97.08 | 98.28 | 4.69 | 3.2 | 14 msec | 17 msec |
Scenario 6 | 96.54 | 97.7 | 96.63 | 97.79 | 4.99 | 3.33 | 19 msec | 22 msec |
Scenario 7 | 96.67 | 98.03 | 96.73 | 98.04 | 4.76 | 3.14 | 18 msec | 22 msec |
Scenario 8 | 98.66 | 99.895 | 98.55 | 99.79 | 2.34 | 1.575 | 22 msec | 24 msec |
