Table 6 Cyberattack detection of ICSSADL-MHOA method on Edge-IIoT dataset.
Class Labels | \({\varvec{A}}{\varvec{c}}{\varvec{c}}{{\varvec{u}}}_{{\varvec{y}}}\) | \({\varvec{P}}{\varvec{r}}{\varvec{e}}{{\varvec{c}}}_{{\varvec{n}}}\) | \({\varvec{S}}{\varvec{e}}{\varvec{n}}{{\varvec{s}}}_{{\varvec{y}}}\) | \({\varvec{S}}{\varvec{p}}{\varvec{e}}{{\varvec{c}}}_{{\varvec{y}}}\) | \({{\varvec{F}}1}_{{\varvec{s}}{\varvec{c}}{\varvec{o}}{\varvec{r}}{\varvec{e}}}\) |
|---|---|---|---|---|---|
TRPH (70%) | |||||
Normal | 99.34 | 96.63 | 96.00 | 99.67 | 96.31 |
DDoS-UDP | 99.23 | 95.22 | 96.15 | 99.53 | 95.68 |
DDoS-ICMP | 99.32 | 95.55 | 96.99 | 99.55 | 96.26 |
SQL injection | 99.36 | 95.85 | 96.96 | 99.59 | 96.40 |
DDoS-TCP | 99.21 | 95.34 | 95.88 | 99.54 | 95.61 |
Password | 99.43 | 96.65 | 96.98 | 99.67 | 96.81 |
DDoS-HTTP | 99.26 | 95.49 | 96.25 | 99.55 | 95.87 |
Uploading | 99.36 | 96.46 | 96.43 | 99.65 | 96.44 |
Backdoor | 99.31 | 96.50 | 95.64 | 99.66 | 96.07 |
XSS | 99.30 | 96.09 | 96.09 | 99.61 | 96.09 |
Ransomware | 99.33 | 95.45 | 92.06 | 99.75 | 93.73 |
Fingerpriniting | 99.51 | 96.62 | 94.04 | 99.81 | 95.31 |
Average | 99.33 | 95.99 | 95.79 | 99.63 | 95.88 |
TSPH (30%) | |||||
Normal | 99.29 | 96.32 | 95.68 | 99.64 | 96.00 |
DDoS-UDP | 99.38 | 96.89 | 96.25 | 99.69 | 96.57 |
DDoS-ICMP | 99.42 | 96.44 | 96.96 | 99.65 | 96.70 |
SQL injection | 99.35 | 96.09 | 96.84 | 99.60 | 96.46 |
DDoS-TCP | 99.32 | 95.77 | 96.49 | 99.59 | 96.13 |
Password | 99.55 | 97.51 | 97.57 | 99.75 | 97.54 |
DDoS-HTTP | 99.27 | 95.68 | 96.07 | 99.58 | 95.88 |
Uploading | 99.30 | 96.25 | 95.93 | 99.63 | 96.09 |
Backdoor | 99.33 | 96.23 | 96.42 | 99.62 | 96.33 |
XSS | 99.42 | 96.36 | 97.01 | 99.65 | 96.68 |
Ransomware | 99.41 | 94.70 | 93.71 | 99.72 | 94.20 |
Fingerpriniting | 99.39 | 95.14 | 93.35 | 99.73 | 94.24 |
Average | 99.37 | 96.12 | 96.02 | 99.65 | 96.07 |
