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DOI: 10.14569/IJACSA.2021.0121156
PDF

Ada-IDS: AdaBoost Intrusion Detection System for ICMPv6 based Attacks in Internet of Things

Author 1: A. Arul Anitha
Author 2: L. Arockiam

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 12 Issue 11, 2021.

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Abstract: The magical buzzword Internet of Things (IoT) connects any objects which are diverse in nature. The restricted capacity, heterogeneity and large scale implementation of the IoT technology tend to have lot of security threats to the IoT networks. RPL is the routing protocol for the constraint devices like IoT nodes. ICMPv6 protocol plays a major role in constructing the tree-like topology called DODAG. It is vulnerable to several security attacks. Version Number Attack, DIS flooding attack and DAO attack are the ICMPv6 based attacks discussed in this paper. The network traffic is collected from the simulated environment in the normal and attacker settings. An AdaBoost ensemble model termed Ada-IDS is developed in this research to detect these three ICMPv6 based security attacks in RPL based Internet of Things. The proposed model detects the attacks with 99.6% accuracy and there is no false alarm rate. The Ada-IDS ensemble model is deployed in the Border Router of the IoT network to safeguard the IoT nodes and network.

Keywords: IoT; ICMPv6; version number attack; DIS attack; DAO attack; Ada-IDS

A. Arul Anitha and L. Arockiam, “Ada-IDS: AdaBoost Intrusion Detection System for ICMPv6 based Attacks in Internet of Things” International Journal of Advanced Computer Science and Applications(IJACSA), 12(11), 2021. http://dx.doi.org/10.14569/IJACSA.2021.0121156

@article{Anitha2021,
title = {Ada-IDS: AdaBoost Intrusion Detection System for ICMPv6 based Attacks in Internet of Things},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2021.0121156},
url = {http://dx.doi.org/10.14569/IJACSA.2021.0121156},
year = {2021},
publisher = {The Science and Information Organization},
volume = {12},
number = {11},
author = {A. Arul Anitha and L. Arockiam}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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