Open AccessDIMI: Detecção Inteligente de Botnets Mirai em Redes IoT
Author(s) -
Antonia Raiane Santos Araujo Cruz,
Rafael L. Gomes,
Marcial Porto Fernández
Publication year - 2021
Publication title -
anais do xii computer on the beach - cotb '21
Language(s) - English
Resource type - Conference proceedings
DOI - 10.14210/cotb.v12.p362-369
Subject(s) - botnet , denial of service attack , internet of things , computer science , computer security , context (archaeology) , ip traceback , server , the internet , computer network , world wide web , paleontology , biology
The emerging usage of Internet of Things (IoT) paradigm brings,together with new services, new threats to Information Security.Among these threats, we have the Mirai Botnet that performed severalDistributed Denial of Service (DDoS) cyberattacks, exploringthe vulnerabilites of IoT devices. Within this context, this paperpresents a mechanism for detecting Mirai botnet attacks on IoTnetworks using ML techniques and comparing different approaches.The mechanism was evaluated using a set of traffic data from realIoT devices, achieving results with 99 % precision in detecting MiraiBotnet attacks.