Table 18 The sensitivity analysis of the proposed scheme for the investigated scenarios considering the simultaneous impact of other parameters (The first analysis).
PAs Performance | Average Accuracy of the PAs as Algorithm Outputs (%) | |||||||
|---|---|---|---|---|---|---|---|---|
Change in the Fundamental Parameters | Fault Detection | FT and FP Detection | Fault Location | |||||
DNN Type 1 | DNN Type 2 | DNN Type 1 | DNN Type 2 | DNN Type 1 | DNN Type 2 | |||
The measurements number for DNNs Training Process | 4 | 96.54 | 97.7 | 96.63 | 97.79 | 95.01 | 96.67 | |
8 | 98.73 | 99.90 | 98.41 | 99.63 | 96.84 | 98.02 | ||
8 | 97.11 | 98.26 | 97.13 | 98.27 | 95.65 | 97.08 | ||
8 | 96.96 | 98.37 | 97.08 | 98.28 | 95.31 | 96.80 | ||
8 | 96.67 | 98.03 | 96.73 | 98.04 | 95.24 | 96.86 | ||
8 | 98.66 | 99.895 | 98.55 | 99.79 | 97.66 | 98.425 | ||
12 | 97.94 | 98.94 | 97.80 | 98.87 | 96.91 | 98.15 | ||
16 | 97.83 | 99.03 | 97.82 | 99.03 | 96.43 | 97.92 | ||
The laterals number in each line (First column) – The lines and laterals number in the system (Second column) | 0 | 4 | 98.73 | 99.90 | 98.41 | 99.63 | 96.84 | 98.02 |
0 | 4 | 98.66 | 99.895 | 98.55 | 99.79 | 97.66 | 98.425 | |
1 | 8 | 97.94 | 98.94 | 97.80 | 98.87 | 96.91 | 98.15 | |
1 | 8 | 97.11 | 98.26 | 97.13 | 98.27 | 95.65 | 97.08 | |
1 | 8 | 96.54 | 97.70 | 96.63 | 97.79 | 95.01 | 96.67 | |
1 | 8 | 96.67 | 98.03 | 96.73 | 98.04 | 95.24 | 96.86 | |
2 | 12 | 97.83 | 99.03 | 97.82 | 99.03 | 96.43 | 97.92 | |
2 | 12 | 96.96 | 98.37 | 97.08 | 98.28 | 95.31 | 96.80 | |
The accuracy of the scenarios in different data transfer types (from PAs to CBs) | Lo | 98.73 | 99.90 | 98.41 | 99.63 | 96.84 | 98.02 | |
Lo | 97.94 | 98.94 | 97.80 | 98.87 | 96.91 | 98.15 | ||
Lo | 97.83 | 99.03 | 97.82 | 99.03 | 96.43 | 97.92 | ||
Lo, Com | 97.11 | 98.26 | 97.13 | 98.27 | 95.65 | 97.08 | ||
Lo, Com | 96.96 | 98.37 | 97.08 | 98.28 | 95.31 | 96.80 | ||
Lo, Com | 96.54 | 97.70 | 96.63 | 97.79 | 95.01 | 96.80 | ||
Lo, Com | 96.67 | 98.03 | 96.73 | 98.04 | 95.24 | 96.86 | ||
Com | 98.66 | 99.895 | 98.55 | 99.79 | 97.66 | 98.425 | ||