JUMANJI (Jurnal Masyarakat Informatika Unjani)
Vol 7 No 2 (2023): Jurnal Masyarakat Informatika Unjani

Artificial Intelligence (AI) for Classification of Cyber Attacks on Internet of Things (IoT) Network Traffic

Randi Rizal (Unknown)
Nur Widiyasono (Unknown)
Siti Yuliyanti (Unknown)



Article Info

Publish Date
24 Nov 2023

Abstract

Internet of Things (IoT) is an architecture that connects large numbers of smart devices in today's modern global network system. Distributed denial of services (DDoS) attacks are one of the most common types of cyber attacks, targeting servers or networks with the aim of disrupting their normal activities. Although real-time detection and mitigation of DDoS attacks is difficult to achieve, the solution would be invaluable as attacks can cause significant damage. This research utilizes artificial intelligence (AI) to classify attacks on Internet of Things (IoT) network traffic. The resulting classification of DDOS attacks from all types of attacks, namely SYN, ACK, UDP, and UDPplain. The application of a deep learning model with the Convolutional Neural Network (CNN) algorithm is used to classify normal traffic from DDoS cyber attacks. The CNN algorithm performs very well in the classification process with an accuracy of 99%. Next, we plan to build a new model to block or mitigate DDoS attacks based on the output of the CNN classification algorithm used in this research.

Copyrights © 2023






Journal Info

Abbrev

jumanji

Publisher

Subject

Computer Science & IT

Description

JUMANJI merupakan singkatan Jurnal Masyarakat Informatika Unjani dengan ISSN cetak 2598-8050 dan ISSN elektronik 2598-8096. Jurnal ini juga telah terindeks Google Scholar dan PKP Index. Jurnal ini diterbitkan 2 (dua) kali dalam satu tahun pada bulan April dan Oktober. Jurnal ini berisi 8 (delapan) ...