Review Article

Recent Advancements in Intrusion Detection Systems for the Internet of Things

Table 3

Comparative analysis of IDSs implemented for WSNs.

IDSImplementation Detection Attacks IoT

Abraham et al. [27] Statistical Detection Signature DoS, Unauthorized Access

Abraham et al. [32] Statistical Detection Signature Probing, Unauthorized Access

Agah et al. [50] Game Theory Signature N/A

Agah and Das [51] Game Theory Signature DoS, Selective Forwarding

Bao et al. [30] Reputation Signature Jamming, Sybil, DoS, Sinkhole

Boubiche and Bilami [26] Cross Layer Signature Sinkhole, Spoofing, Battery Exhaustion

Chen et al. [44] Hierarchical Signature Spoofing, Sinkhole

Da Silva et al. [35] Distributed and Collaborative Signature Repetition, Packet Delay, Wormhole, Packet, Alteration, Blackhole, Selective Forwarding

Deng et al. [52] Machine Learning Anomaly Blackhole

Doumit and Agrawal [53] Statistical Detection Anomaly N/A

Eik Loo et al. [37] Hierarchical Anomaly Periodic Route Error, Sinkhole

Guerroumi et al. [54] Hierarchical Signature Sinkhole

Ioannis et al. [55] Distributed and Collaborative Signature Selective Forwarding, Blackhole

Jadidoleslamy [56] Hierarchical Signature N/A

Khan and Loo [57] Cross Layer Signature Hello Flooding

Krontiris et al. [58] Distributed and Collaborative Signature Selective Forwarding

Maleh et al. [36] Machine Learning Hybrid Blackhole, Wormhole, Hello Flooding, Selective Forwarding

Mamun and Kabir [59] Hierarchical Hybrid N/A

Ngai et al. [60] Statistical Detection Anomaly Sinkhole

Onat and Miri [61] Statistical Detection Anomaly Hello Flooding

Onat and Miri [25] Statistical Detection Signature Resource Depletion

Rajasegarar et al. [62] Hierarchical Anomaly N/A

Sedjelmaci and Feham [63] Machine Learning Hybrid Routing Disruption

Shamshirband et al. [29] Game Theory Anomaly Distributed DoS

Shin et al. [40] Hierarchical Signature Selective Forwarding

Strikos [64] Hierarchical Signature DoS, Routing Disruption

Wang et al. [65] Reputation Signature Selective Forwarding

Suited for IoT networks with some stations without energy limitations that can act as cluster heads.