Table 4 A comparative analysis of the findings accomplished via employing the NGGO and other investigated optimizers in the present work.

From: A deep learning based intrusion detection system for CAN vehicle based on combination of triple attention mechanism and GGO algorithm

Function

Index

BBO

EPO

SHO

WHO

WCO

FCOA

F1

Best

2.531

105.177

2.467

60.481

1.805

0.000

Mean

11.347

256.514

14.046

275.607

10.464

0.000

StD

8.251

182.219

9.114

150.184

6.839

0.000

F2

Best

3.888

6.375

3.265

4.597

4.582

4.184

Mean

55.461

75.767

82.996

61.240

64.457

28.763

StD

41.053

45.241

40.406

24.205

30.361

23.856

F3

Best

2.639

30.520

0.009

25.570

0.009

0.008

Mean

12.571

36.666

0.040

32.529

0.027

0.019

StD

8.701

12.465

0.010

6.624

0.008

0.000

F4

Best

4.806

6.106

0.093

5.231

0.100

0.090

Mean

11.162

5.755

0.293

4.021

0.251

0.220

StD

2.341

1.128

0.150

0.908

0.098

0.071

F5

Best

0.197

3.070

0.000

1.917

0.000

0.000

Mean

1.668

3.692

0.099

2.295

0.009

0.010

StD

0.811

1.348

0.000

0.902

0.000

0.000

F6

Best

1.877

0.134

0.000

0.066

0.000

0.000

Mean

1.233

0.912

0.000

0.874

0.000

1.018

StD

2.267

1.550

0.000

1.195

0.000

1.884

F7

Best

0.752

0.536

0.700

0.378

0.471

0.400

Mean

1.650

1.558

1.313

1.112

0.882

1.522

StD

0.287

0.232

0.142

0.152

0.089

0.230

F8

Best

8.708

11.520

9.225

9.613

7.676

3.743

Mean

16.842

16.436

18.351

11.013

9.881

9.637

StD

5.989

5.100

3.263

4.115

2.404

2.658

F9

Best

0.115

5.725

0.000

5.286

0.000

0.000

Mean

1.588

35.748

0.000

19.950

0.000

0.000

StD

1.198

13.488

0.000

7.898

0.000

0.000

F10

Best

3.863

4.074

0.123

3.509

0.097

0.080

Mean

8.588

9.633

3.640

5.617

1.870

2.625

StD

7.850

6.243

6.177

4.336

4.955

4.050

F11

Best

0.114

0.093

0.000

0.057

0.000

0.000

Mean

0.429

0.112

0.010

0.115

0.010

0.009

StD

0.127

0.077

0.000

0.064

0.000

0.000

F12

Best

0.000

0.000

0.000

0.000

0.000

0.000

Mean

0.000

0.000

0.000

0.000

0.000

0.000

StD

0.000

0.000

0.000

0.000

0.000

0.000