From: Timing shift-based bi-residual network model for the detection of electricity stealing
Dataset | ESC | TS-BiResNet (%) | Bi-ResNet (%) | LSTM (%) | GRU (%) | CNN-LSTM (%) |
---|---|---|---|---|---|---|
D1 | 0.6 | 98.50 | 92.35 | 91.67 | 90.33 | 90.67 |
 | 0.7 | 98.15 | 91.50 | 84.67 | 87.00 | 87.00 |
 | 0.8 | 90.85 | 81.50 | 84.33 | 85.33 | 85.67 |
 | 0.9 | 81.96 | 65.92 | 75.00 | 54.67 | 72.33 |
D2 | 0.6 | 83.08 | 82.67 | NONE | NONE | 73.50 |
 | 0.7 | 82.60 | 80.00 | NONE | NONE | 70.25 |
 | 0.8 | 78.27 | 73.25 | NONE | NONE | 58.67 |
 | 0.9 | 63.94 | 60.93 | NONE | NONE | 52.33 |
D3 | 0.6 | 95.85 | 93.67 | 91.00 | 92.67 | 87.33 |
 | 0.7 | 93.15 | 90.25 | 87.67 | 85.67 | 81.00 |
 | 0.8 | 90.65 | 81.27 | 68.93 | 75.33 | 66.33 |
 | 0.9 | 67.54 | 60.77 | 62.67 | 56.33 | 52.67 |