Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 7 No 3 (2023): Maret 2023

Pengelompokan Serangan DoS pada Honeypot menggunakan Algoritma K-Means

Rendyanto Adi Kurniawan (Fakultas Ilmu Komputer, Universitas Brawijaya)
Rakhmadhany Primananda (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
15 May 2023

Abstract

The development of cloud computing technology is one of the fastest growing technologies in the field of processing. Denial of Service (DoS) attacks are one of the main challenges for cloud computing servers because these attacks often occur on cloud computing servers today with various types of DoS attacks. Overcoming attacks on data contained in cloud computing requires a method to detect, prevent advanced threats and trap attacks. One of the suggested methods is using a honeypot. Honeypot is a system that is deliberately made to be attacked and exploited with the aim of being able to retrieve data carried out by attackers. Data mining techniques are the right step to predict and find out the vulnerability to suspicious packets in network traffic based on honeypot activity logs. The suggested clustering algorithm is the k-means algorithm. So based on the problems that occur in cloud computing, this study uses a honeypot that is implemented to be able to retrieve data and three levels of malicious attacks aimed at a cloud computing service called openstack. Honeyd honeypot succeeded in capturing data carried out by attackers when sending three types of DoS attacks, namely TCP Flood Attack, UDP Flood Attack, ICMP Flood Attack with three attack levels of low, medium, and high and with three attack times, namely 5, 10, and 20 minute. Based on the results of the implementation, analysis, and testing of the K-Means algorithm, it can classify three types of attacks and three levels of attack based on the data obtained by the honeypot honeypot.

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Journal Info

Abbrev

j-ptiik

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

Jurnal Pengembangan Teknlogi Informasi dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya merupakan jurnal keilmuan dibidang komputer yang memuat tulisan ilmiah hasil dari penelitian mahasiswa-mahasiswa Fakultas Ilmu Komputer Universitas Brawijaya. Jurnal ini diharapkan dapat mengembangkan penelitian ...