SISTEM DETEKSI SERANGAN DDOS MENGGUNAKAN ALGORITMA NAÏVE BAYES PADA JARINGAN INTERNET OF THINGS

WAHYUDI, JOHAN and Stiawan, Deris and Heryanto, Ahmad (2020) SISTEM DETEKSI SERANGAN DDOS MENGGUNAKAN ALGORITMA NAÏVE BAYES PADA JARINGAN INTERNET OF THINGS. Undergraduate thesis, Sriwijaya University.

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Abstract

Fokus penelitian ini ialah pada deteksi serangan distribute denial of service (DDoS), dengan mengenali pola dari serangan distribute denial of service (DDoS) yang terjadi pada jaringan internet of things, jaringan internet of things yang dibangun dalam penelitian ini memiliki empat node dengan sensor pada setiap nodenya, dimana setiap sensor akan melakukan pembacaan data yang akan dikirim ke mesin Raspberry Pi yang berfungsi sebagai node agregator yang selanjutnya akan diforward ke mesin server sekaligus sebagai dashboard visualisasi dengan menggunakan protokol komunikasi zigbee. Serangan distribute denial of service merupakan serangan yang bersifat connectionless yang melakukan flooding request sehingga dapat membuat jaringan menjadi sibuk dengan traffic yang tidak normal. Pola serangan distribute denial of service pada protokol zigbee dapat dikenali dari beberapa parameter berikut, seperti no_packet, ip_dst, frame_number, protocol, time, packet_length, ip_src, dan info_packet. Pada penelitian ini, algoritma yang digunakan untuk deteksi serangan DDoS ialah algoritma Naïve Bayes, dengan hasil akhir penelitian memperoleh nilai rata-rata akurasi 99,94%, presisi 99,9%, dan nilai recall sebesar 99,9%.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Naive Bayes, Internet of Things
Subjects:	T Technology > T Technology (General) > T57.6-57.97 Operations research. Systems analysis > T57.85 Network systems theory Including network analysis Cf. TS157.5+ Scheduling T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television > TK5105.5.S72 Computer networks T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television > TK5105.585.S724 Computer networks Internet (Computer network) Computer networks--Standards Quality control T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television > TK5105.S73 Data transmission systems Computer networks
Divisions:	09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User:	Users 5566 not found.
Date Deposited:	05 Aug 2020 03:56
Last Modified:	05 Aug 2020 03:56
URI:	http://repository.unsri.ac.id/id/eprint/32087

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