Table 3 Intrusion detection of OMHSA-IDPRGO model on edge-IIoT dataset.
Class labels | \(Accu_{y}\) | \(\Pr ec_{n}\) | \({\text{Re}} ca_{l}\) | \(F1_{Score}\) | \(G_{Measure}\) |
|---|---|---|---|---|---|
TRPHE (70%) | |||||
 Normal | 99.10 | 94.00 | 95.34 | 94.67 | 94.67 |
 DDoS-UDP | 99.09 | 95.47 | 93.43 | 94.44 | 94.44 |
 DDoS-ICMP | 99.09 | 95.05 | 93.85 | 94.44 | 94.45 |
 SQL injection | 99.07 | 94.92 | 93.72 | 94.32 | 94.32 |
 DDoS-TCP | 98.94 | 93.25 | 94.05 | 93.65 | 93.65 |
 Password | 99.08 | 94.55 | 94.33 | 94.44 | 94.44 |
 DDoS-HTTP | 99.24 | 95.36 | 95.36 | 95.36 | 95.36 |
 Uploading | 98.99 | 93.97 | 94.02 | 94.00 | 94.00 |
 Backdoor | 99.15 | 94.15 | 95.86 | 94.99 | 95.00 |
 XSS | 99.10 | 94.54 | 95.06 | 94.80 | 94.80 |
 Ransomware | 99.21 | 95.48 | 94.81 | 95.14 | 95.14 |
 Fingerprinting | 99.28 | 95.32 | 96.08 | 95.69 | 95.69 |
Average | 99.11 | 94.67 | 94.66 | 94.66 | 94.66 |
 TSPHE (30%) | |||||
 Normal | 99.09 | 93.99 | 95.01 | 94.50 | 94.50 |
 DDoS-UDP | 99.14 | 94.91 | 95.03 | 94.97 | 94.97 |
 DDoS-ICMP | 99.02 | 95.78 | 92.51 | 94.12 | 94.13 |
 SQL injection | 98.94 | 93.50 | 94.11 | 93.80 | 93.80 |
 DDoS-TCP | 98.98 | 92.86 | 95.08 | 93.96 | 93.96 |
 Password | 98.90 | 94.80 | 91.91 | 93.33 | 93.34 |
 DDoS-HTTP | 99.22 | 95.60 | 95.35 | 95.48 | 95.48 |
 Uploading | 98.87 | 92.62 | 93.39 | 93.00 | 93.00 |
 Backdoor | 99.03 | 92.66 | 95.80 | 94.20 | 94.22 |
 XSS | 99.11 | 94.52 | 93.97 | 94.24 | 94.24 |
 Ransomware | 99.21 | 95.89 | 95.03 | 95.46 | 95.46 |
 Fingerprinting | 99.23 | 95.41 | 95.28 | 95.35 | 95.35 |
Average | 99.06 | 94.38 | 94.37 | 94.37 | 94.37 |
