DETEKSI SERANGAN MAN IN THE MIDDLE PADA IOT INDUSTRI (IIOT) SCADA MENGGUNAKAN METODE SUPPORT VECTOR MACHINE

PURNAMA, LINDA and Stiawan, Deris and Heryanto, Ahmad (2021) DETEKSI SERANGAN MAN IN THE MIDDLE PADA IOT INDUSTRI (IIOT) SCADA MENGGUNAKAN METODE SUPPORT VECTOR MACHINE. Undergraduate thesis, Sriwijaya University.

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Abstract

Sistem Supervisory Control And Acquisition (SCADA) adalah sistem kontrol industri otomatis yang digunakan untuk mengontrol serta memantau berbagai tahapan industri yang menyebar luas, dimana akuisisi data sangatlah penting didalam pengoperasian sistem. Salah satu protokol komunikasi yang digunakan dalam komunikasi SCADA adalah IEC 60870-5-104. Protokol IEC 60870-5-104 memiliki kerentanan pada keamanan application layer dan data link layer. Serangan Man In The Middle memiliki resiko cukup besar didalam sistem SCADA, dimana penyerang secara diam-diam memotong komunikasi antara dua perangkat atau lebih. Pada penelitian ini diklasifikasi menggunakan Support Vector Machine (SVM) untuk membedakan paket normal dan serangan. Dari hasil algoritma SVM dengan confusion matrix diperoleh nilai TPR adalah 100%, nilai FPR yang berkisar rentang 0.045%, nilai TNR berkisar pada 97.82%, nilai FNR adalah 0%, nilai Presisi berkisar pada 99.85%, nilai F-1 Score berkisar pada 99.92%, sedangkan nilai akurasi adalah 99.86%.

Item Type: Thesis (Undergraduate)
Uncontrolled Keywords: Supervisory Control And Acquisition (SCADA), Man In The Middle, Intrusion Detection System, Support Vector Machine, Confusion Matrix
Subjects: T Technology > T Technology (General) > T1-995 Technology (General)
Divisions: 09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User: Linda Purnama
Date Deposited: 10 Sep 2021 02:35
Last Modified: 10 Sep 2021 02:35
URI: http://repository.unsri.ac.id/id/eprint/53721

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