Intelligent Intrusion Detection System for VANET Using Machine Learning and Deep Learning Approaches

Table 9

Comparative analysis of proposed IDS VANET systems on i-VANET dataset.

Methods	Attack Detection Rate (ADR) in %
	DoS attack	Botnet attack	PortScan attack	Brute Force attack
Proposed KIDS-UIDS method	98.5	98.9	99.7	93.9
Hind Bangui et al. [16]	93.2	95.1	96.4	90.3
Naqvi et al. [34]	94.6	94.9	96.2	92.1
Jabar Mahmood et al. [35]	94.1	94.2	97.2	90.3
Faisal et al. [32]	93.9	94.8	96.9	91.7
Mahmood et al. [38]	93.2	94.2	97.4	90.3
Nayyar et al. [33]	95.2	94.1	98.2	91.5
Erfan et al. [21]	94.2	95.7	97.3	91.2
MuderAlmi’ani et al. [22]	95.6	94.8	98.1	90.3
LaisenNie et al. [23]	94.8	94.1	97.9	91.8