KLASIFIKASI BOTNET PADA JARINGAN INTERNET OF THINGS (IOT) MENGGUNAKAN AUTOENCODER DAN ARTIFICIAL NEURAL NETWORK (ANN)

BIMANTARA, ABDI and Stiawan, Deris (2021) KLASIFIKASI BOTNET PADA JARINGAN INTERNET OF THINGS (IOT) MENGGUNAKAN AUTOENCODER DAN ARTIFICIAL NEURAL NETWORK (ANN). Undergraduate thesis, Sriwijaya University.

[img] Text
RAMA_56201_09011381722100.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (4MB) | Request a copy
[img] Text
RAMA_52601_09011381722100_TURNITIN.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (21MB) | Request a copy
[img]
Preview
Text
RAMA_52601_09011381722100_0003047905_01_front_ref.pdf - Accepted Version
Available under License Creative Commons Public Domain Dedication.

Download (1MB) | Preview
[img] Text
RAMA_56201_09011381722100-_0003047905_02.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (772kB) | Request a copy
[img] Text
RAMA_56201_09011381722100-_0003047905_03.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (879kB) | Request a copy
[img] Text
RAMA_56201_09011381722100-_0003047905_04.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (2MB) | Request a copy
[img] Text
RAMA_56201_09011381722100-_0003047905_05.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (31kB) | Request a copy
[img] Text
RAMA_56201_09011381722100-_0003047905_06_ref.pdf - Bibliography
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (165kB) | Request a copy
[img] Text
RAMA_56201_09011381722100-_0003047905_07_lamp.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (1MB) | Request a copy

Abstract

Internet of Things (IoT) memungkinkan setiap perangkat dapat saling terhubung melalui perantara internet. Namun dalam pengimplementasian teknologi tersebut, terdapat berbagai macam ancaman. Salah satu ancaman serius pada teknologi IoT yaitu serangan DDOS melalui perantara Botnet (Robot Network). Penelitian ini menggunakan dataset yang berasal dari Tallinn University of Technology yaitu MedBIoT dataset. Algoritma autoencoder digunakan pada proses reduksi dimensi. Selain itu, Algoritma Artificial Neural Network juga digunakan pada proses klasifikasi. Hasil klasifikasi menggunakan kedua algoritma tersebut menunjukkan hasil yang cukup baik pada kasus binary yaitu nilai akurasi sebesar 99.72%, nilai presisi sebesar 99.82, nilai sensitivitas sebesar 99.83%, nilai spesifisitas sebesar 99.31% serta nial f1-score sebesar 99.82%. Selanjutnya hasil klasifikasi pada kasus multiclass juga mendapatkan hasil yang cukup baik yaitu nilai akurasi sebesar 99.78%, nilai presisi sebesar 99.54%, nilai sensitivitas sebesar 99.51%, nilai spesifisitas sebesar 99.70%, dan nilai F1-score sebesar 99.52%.

Item Type: Thesis (Undergraduate)
Uncontrolled Keywords: BOTNET Classification, Autoencoder, Artificial Neural Network, Internet of Things, Machine Learning
Subjects: T Technology > T Technology (General) > T1-995 Technology (General)
Divisions: 09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User: Mr. Abdi Bimantara
Date Deposited: 27 Apr 2021 06:07
Last Modified: 27 Apr 2021 06:07
URI: http://repository.unsri.ac.id/id/eprint/45461

Actions (login required)

View Item View Item