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Optimasi Klasifikasi Multikelas Jenis Serangan Jaringan IOT Sunu Ilham Pradika; Hidayat Ramadhani; Imelda Imelda
Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Vol. 7 No. 03 (2026): Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI)
Publisher : Program Studi Teknik Informatika, FTIK, Universitas Indraprasta PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30998/jrami.v7i03.1342

Abstract

The development of the Internet of Things has encouraged the use of connected devices across various sectors, including healthcare, energy, transportation, and household environments. However, the heterogeneous and dynamic nature of IoT networks, along with their reliance on wireless communication, makes them vulnerable to various cyber threats. This study aims to develop and evaluate an intrusion detection model for multiclass classification in IoT networks using the ToN_IoT dataset. The models used in this study are Random Forest and XGBoost, tested under several scenarios, including baseline models, models with hyperparameter tuning, and the application of SMOTENC to XGBoost to address class imbalance. The research stages include exploratory data analysis, data cleaning, feature selection, data splitting, feature encoding, data balancing, modeling, and evaluation using accuracy, precision, recall, F1-score, training time, and confusion matrix. The results show that all models achieved high performance, with accuracy and F1-score values above 99%. The best performance was obtained by XGBoost with SMOTENC, achieving an accuracy of 99.59% and an F1-score of 99.59%.
Co-Authors Abdul Haris Achadi Admi Admi Ainul Rhozy Ichwanto Ainun Nasution Alamsyah Nur Alif Amal Ramadhani Putra Anita Suharyani Ari Yuda Caesar Sutikno Arina Hidayati Ary Rahmaningsih Astuti abdullah Atika Fadhilah Danaz Nst Atikah Fitria Ningsih Basmallah Ramadhani Aisyah Putri Bela Sapira Berchah Pitoewas Cherry Azaria Deassy Apriani Dewi Anzelina Dewi Asri Dewi Nopiska Lilis Dheasy Gustira Dian Widyawan dini dini Emriadi - Fakhrezi Fajris Farida Halis Fathin Aulia Rahman Feny Marissa Firis Nur Sakinah Fivi Mona Bareno Hadyanto Lim Hairawani Karunia Hanung Adi Nugroho Hardjianto, Mardi Harza Dipajana Umardi Hasan Maksum Herinawati Herinawati Herinawati Herinawati Hermansyah Aziz Hidayat Ramadhani Hingawati Setio Ibnu Irawan Ibrahim Ibrahim Iksaruddin Iksaruddin Indah Pajar Wati Indra Dharmawan Indriani Pasaribu Irmanida Batubara Januwa Putra Wiastopo Jeremy Putra Pratama Jihanul Khaira Juwati Juwati Latifah Nur Zam Zam Lipin Lipin Lusia Novita Sari Situmeang M. Syahrul Rezi Mai Efdi Mardi Santoso Marniati Salim Marshell Tendean Martini Martini MASRIYAH Mose, Ria Efkelin Muhamad Shafar Nur Rahman Muhammad Hafizh Husein Mutia Ramadani Neni Heryani Ni Made Suarti Norman Ferdinal Novesar Jamarun Novita Marlina Damanik Nurhayati Malau Perdly Setiawan Putri Arwanda Rahmiana Zein Raihan Shidqi Putrandi Ramlah Ramlah Rawasti Fiska Refilda Refilda Refinel - Reza Pahlevi Safni Safni Sarah Geltri Harahap Satinem Simanjuntak, Sinta Dameria Suci Dahlya Narpila Sumaryati Syukur Sunu Ilham Pradika Suryati Suryati Susanti Susanti Suzanna Ndraha Syukri Syukri Tatag Yuli Eko Siswono Teresa Lucretia Tommi Hermansyah Wahyu Pramusinto Widiani, Esti Yefrida - Yetria Rilda Yulizar Yusuf Yunisca M.Pd S.Pd Nurmalisa Zilfa Zilfa Zulkarnain Chaidir