DETEKSI SERANGAN MAN IN THE MIDDLE (MITM) ATTACK PADA JARINGAN SUPERVISORY CONTROL AND DATA ACQUISITION (SCADA) MENGGUNAKAN RANDOM FOREST

SEPTIANO, SERGIO and Stiawan, Deris and Heryanto, Ahmad (2021) DETEKSI SERANGAN MAN IN THE MIDDLE (MITM) ATTACK PADA JARINGAN SUPERVISORY CONTROL AND DATA ACQUISITION (SCADA) MENGGUNAKAN RANDOM FOREST. Undergraduate thesis, Sriwijaya University.

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Abstract

Supervisory Control And Data Acquisition system adalah suatu sistem yang biasa digunakan pada dunia industri dimana untuk mengontrol perangkat dari jarak jauh dengan memanfaatkan jaringan komputer. Perangkat ini berkomunikasi berdasarkan aturan atau protokol,dimana salah satu protokol yang digunakan adalah IEC-60870-5-104/IEC-104. Protokol IEC-104 memiliki suatu kerentanan dimana tidak menenkripsi data antara perangkat yang saling berkomunikasi yang memungkinkan serangan dapat dilakukan. Serangan Man In The Middle dapat dilakukan dengan menempatkan penyerang berada di antara 2 perangkat yang sedang berkomunikasi dengan tujuan untuk mendapatkan informasi. Di penelitian ini digunakan Snort IDS untuk melabeli antara dua kelas pada dataset , lalu akan diklasifikasikan menggunakan algoritma Random Forest (RF) untuk membedakan antara paket normal dan serangan. Hasil dari algoritma RF dengan confusion matrix didapatkan akurasi terbaik sebesar 99.93%, serta nlai OOB Score sebesar 0.07 % dan nilai Undetection Rate (UND) sebesar 0.05%.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	SCADA System, Man In The Middle,Intrusion Detection System,Snort,Random Forest,Confusion Matrix.
Subjects:	Q Science > QA Mathematics > QA75-76.95 Calculating machines > QA76.9.A25 Computer security. Systems and Data Security. Q Science > QA Mathematics > QA75-76.95 Calculating machines > QA76.9.E94 Computer system performance. Computer Communication Networks. Computer science. Logic design. Operating systems (Computers).
Divisions:	09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User:	Sergio Septiano
Date Deposited:	18 Jun 2021 07:27
Last Modified:	18 Jun 2021 07:27
URI:	http://repository.unsri.ac.id/id/eprint/48283

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