Electricity Theft Detection on SGCC (test)
98.22Accuracylightweight MLP-based FL framework
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| lightweight MLP-based FL frameworkClients=2, Data Distribution=non-IID, Communication Cost (MB)=122.07, BW Reduction (MB)=37.932026.02 | 98.22 | 0.0648 | 99.01 | 78.92 | 98.12 | 98.33 | |
| lightweight MLP-based FL frameworkClients=2, Data Distribution=IID, Communication Cost (MB)=122.07, BW Reduction (MB)=37.932026.02 | 97.69 | 0.0962 | 88.89 | 82.05 | 97.65 | 98.12 | |
| lightweight MLP-based FL frameworkClients=3, Data Distribution=IID, Communication Cost (MB)=183.11, BW Reduction (MB)=28.972026.02 | 96.49 | 0.1112 | 94.66 | 60.59 | 96.14 | 95.94 | |
| lightweight MLP-based FL frameworkClients=3, Data Distribution=non-IID, Communication Cost (MB)=183.11, BW Reduction (MB)=28.972026.02 | 96.42 | 0.112 | 96.43 | 58.42 | 96.01 | 95.62 | |
| lightweight MLP-based FL frameworkClients=5, Data Distribution=non-IID, Communication Cost (MB)=305.18, BW Reduction (MB)=21.492026.02 | 94.17 | 0.1748 | 87.34 | 33.88 | 92.98 | 89.7 | |
| lightweight MLP-based FL frameworkClients=5, Data Distribution=IID, Communication Cost (MB)=305.18, BW Reduction (MB)=21.492026.02 | 94.08 | 0.175 | 85.96 | 33.01 | 92.84 | 89.42 | |
| FLDetectClients=5, BW Reduction (MB)=10.322026.02 | 92.58 | — | 91.03 | 92.58 | 36.07 | — | |
| FLDetectClients=2, BW Reduction (MB)=57.02026.02 | 91.98 | — | 91 | 90.98 | 40.18 | — | |
| Centralized MLPBW Reduction (MB)=100.062026.02 | 91.93 | 0.2439 | 65.62 | 11.62 | 19.75 | 81.5 | |
| FL-CNNClients=2, BW Reduction (MB)=69.82026.02 | 87.75 | — | 91.9 | 87.75 | 49.29 | — | |
| FL-CNNClients=5, BW Reduction (MB)=23.122026.02 | 80.53 | — | 90.34 | 80.53 | 37.11 | — |