Intrusion Detection on Smart Renewable Energy Grid datasets
2Training Time (min)KNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| KNNHardware=CPU: Intel Core i7-12700K, CPU Batch Size=1002026.06 | 2 | — | 24 | — | |
| SVMHardware=CPU: Intel Core i7-12700K, CPU Batch Size=1002026.06 | 8 | — | 4.5 | — | |
| Random ForestHardware=CPU: Intel Core i7-12700K, CPU Batch Size=1002026.06 | 12 | — | 10.5 | — | |
| CNN (solo)Parameters=∼48K, Hardware=GPU: NVIDIA RTX 3080; CPU: Intel Core i7-12700K, GPU Batch Size=64, CPU Batch Size=1002026.06 | 18 | 1.5 | 18 | 18,200 | |
| LSTM (solo)Parameters=∼132K, Hardware=GPU: NVIDIA RTX 3080; CPU: Intel Core i7-12700K, GPU Batch Size=64, CPU Batch Size=1002026.06 | 32 | 4.1 | 26 | 12,500 | |
| CNN-LSTM (Ours)Parameters=∼166K, Hardware=GPU: NVIDIA RTX 3080; CPU: Intel Core i7-12700K, GPU Batch Size=64, CPU Batch Size=1002026.06 | 45 | 2.3 | 8.2 | 27,800 |