Table 8 Simulation results on attack detection.
Attack Type | TP | FP | TN | FN | Precision (%) | Recall (%) | F1-Score (%) |
|---|---|---|---|---|---|---|---|
DDoS Attack | 432 | 18 | 520 | 12 | 96.0 | 97.3 | 96.6 |
Data Manipulation | 410 | 20 | 515 | 15 | 95.3 | 96.5 | 95.9 |
Spoofing Attack | 398 | 25 | 500 | 18 | 94.1 | 95.7 | 94.9 |
MitM Attack | 420 | 22 | 510 | 14 | 95.0 | 96.8 | 95.9 |
Unauthorized Remote-Control Attack | 405 | 24 | 505 | 16 | 94.4 | 96.2 | 95.3 |
Overall Detection | 2065 | 109 | 2550 | 75 | 95.1 | 96.5 | 95.8 |