Table 4 Time headway under sinusoidal FII attacks.

From: Machine learning-based detection and mitigation of cyberattacks in adaptive cruise control systems

 

Clustered Attack (bias= −10sin(1.5t))

Continuous Attack (bias= −10sin(1.75t))

 

ACCDM

Degrade IDM

Naïve ACC

Ground truth

ACCDM

Degrade IDM

Naïve ACC

Ground truth

THW < 1.15

0%

0%

0%

0%

0%

0%

13.68%

0%

THW > 1.25

0%

0.98%

0.06%

0%

0%

84.63%

14.01%

0%

Collision

NO

NO

NO

NO

NO

NO

YES

NO

Max THW

1.24

1.29

1.26

1.24

1.24

2.30

1.31

1.24