p-Index From 2021 - 2026
14.129
P-Index
This Author published in this journals
All Journal JURNAL SISTEM INFORMASI BISNIS IPTEK Journal of Proceedings Series Jurnal Informatika dan Teknik Elektro Terapan INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi JURNAL ILMIAH INFORMATIKA JURNAL INSTEK (Informatika Sains dan Teknologi) INTECOMS: Journal of Information Technology and Computer Science Jurnal Teknologi Sistem Informasi dan Aplikasi Data Science: Journal of Computing and Applied Informatics Jurnal Penelitian PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Jurnal Mantik KURVATEK bit-Tech Jurnal Teknologi Dan Sistem Informasi Bisnis ILKOMNIKA: Journal of Computer Science and Applied Informatics JATI (Jurnal Mahasiswa Teknik Informatika) International Journal of Advances in Data and Information Systems Jifosi Journal of Computer, Electronic, and Telecommunication (COMPLETE) Jurnal Mahasiswa Sistem Informasi (JMSI) International Journal of Data Science, Engineering, and Analytics (IJDASEA) KARYA: Jurnal Pengabdian Kepada Masyarakat JUSTIN (Jurnal Sistem dan Teknologi Informasi) International Journal Of Computer, Network Security and Information System (IJCONSIST) Jurnal Pengabdian Multidisiplin PELS (Procedia of Engineering and Life Science) Jurnal Pengabdian Masyarakat Indonesia (JPMI) Jurnal Pengabdian Masyarakat Sains dan Teknologi Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer Gema Wisata Safari : Jurnal Pengabdian Masyarakat Indonesia Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri INCOME: Indonesian Journal of Community Service and Engagement Jurnal Masyarakat Mengabdi Nusantara Jurnal Pemberdayaan: Publikasi Hasil Pengabdian kepada Masyarakat (JPM ITTC ) Jurnal Ilmiah Teknik Informatika dan Komunikasi Sewagati Jurnal Informasi Pengabdian Masyarakat Jurnal Pengabdian Sosial Indonesia Jurnal Sistem Informasi dan Ilmu Komputer Pandawa : Pusat Publikasi Hasil Pengabdian Masyarakat Journal of Community Service (JCOS) Scientica: Jurnal Ilmiah Sains dan Teknologi Abdimas Terapan: Jurnal Pengabdian Kepada Masyarakat Terapan Student Research Journal JICS : Journal Of International Community Service Aspirasi : Publikasi Hasil Pengabdian dan Kegiatan Masyarakat Jurnal Pengabdian Sosial Jurnal Akademik Pengabdian Masyarakat Relinesia: Jurnal Kajian Agama dan Multikulturalisme Indonesia Jurnal Pengabdian Masyarakat Indonesia (JPMI) Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering) Repeater: Publikasi Teknik Informatika dan Jaringan Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi KREATIF Jurnal Pengabdian Masyarakat Sains dan Teknologi Pelayanan Unggulan: Jurnal Pengabdian Masyarakat Terapan Jurnal Inovasi Dan Pengabdian Kaa Mieera ABDIKU : Jurnal Pengabdian Masyarakat Universitas Mulawarman Jurnal Pengabdian Masyarakat Indonesia
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : bit-Tech

Detection of ARP Poisoning on Wireless LAN Using Machine Learning: Random Forest and AdaBoost Rafi Dhafin Ersamazaya; Amalia Anjani Arifiyanti; Dhian Satria Yudha Kartika
bit-Tech Vol. 8 No. 3 (2026): bit-Tech - IN PROGRESS
Publisher : Komunitas Dosen Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32877/bt.v8i3.3364

Abstract

ARP poisoning is a prevalent security threat in Wireless Local Area Networks (WLANs), enabling attackers to manipulate ARP tables and perform man-in-the-middle attacks. This study develops a machine learning-based detection system to identify ARP poisoning incidents in real-time, using Random Forest, AdaBoost, and a hybrid Random Forest-AdaBoost ensemble model. Data was collected from a public Wi-Fi environment in Surabaya, consisting of 11,225 ARP traffic records, augmented with simulated ARP poisoning attacks. Data preprocessing included exploratory analysis, feature engineering, encoding, and dataset balancing to improve model performance. Experimental results demonstrate that the hybrid ensemble model achieved the highest accuracy (99.92% on validation and 99.94% on testing), but its inference time of 517.30 ms rendered it unsuitable for real-time deployment. In contrast, the AdaBoost model achieved similar accuracy with significantly faster inference latency (7.82–14.93 ms), making it the most efficient model for live monitoring. The optimized AdaBoost classifier was then deployed through a Telegram-based alert system integrated with Scapy for continuous packet inspection and immediate attack notifications. This study contributes to the advancement of real-time intrusion detection mechanisms for WLAN environments by demonstrating the effectiveness of ensemble learning in ARP poisoning detection. Furthermore, it emphasizes the importance of balancing detection accuracy with computational efficiency for practical deployment in dynamic network environments. The findings offer insights into developing scalable, low-latency security solutions and lay the groundwork for future research on adaptive, real-time detection frameworks.
Co-Authors Abbel Antya Wicaksana Abbel Antya Wicaksana Abdul Rezha Efrat Najaf Abdul Wahid Achmad Syaifulloh Putra Adela Aurelia Kinaya Dewi Adelia Khoirunnisa Adelia Qouli Varadisa Affiva Lindi Damayanti Afifah Nur Azisah Afina Lina Nurlaili Agung Brastama Putra Agung Satria Bimantara Agus Bisana Putra Agus Tri Sapta Yudha Agussalim Agussalim, Agussalim Ahsani, Muhammad Alif Alfan Sabilal Ainurrohmah, Syafika Aisha Nabila F. H Ajeng Rahayu Mutmainnah Al Rizky, Fariz Alfian Aji Ardiansyah Alfin Nur Faizah Alfin Tri Mulyani Alfin Tri Mulyani Alya Izzah Zalfa Rihadah Ramadhani Nirwana Putri Amalia Anjani Arifiyanti Aminullah, Reza Ana Wati, Seftin Fitri Ananda Devi Muri Utomo Anandi, Harits Hervandhito Putra Anastasya Putri Maharani Anggi Anggraeni Nugraha Anggoro, M. Novianto Anggreani, Nilam Kumallah Ani Dijah Rahajoe Ani Dijah Rahajoe Anindo Saka Fitri Anindya Dewi Nariswari Anisah Aprilia Garciah Anita Amalia Rahma Anita Amalia Rahma Anita Wulansari Anita Wulansari Annisa Dita Putri Kartika Annisa Fahmi Lisnamurti Anny Yuniarti Ariel Sambali Arifian, Mochammad Thoriq Hasan Arochma, Novita Maulana Arya Bimantara, Muhammad Arya Gilang Wiryawan Asaf Khatami Fatwa Ashaby Alamsyah Asif Faroqi Asmara Dita, Dara Julia Audino Hilmy Ashofi Ayu Sherlita Permata Sari, Bella Azarine, Fazara Anggie Azzahra, Farahdzilla Muthianisa Badriyyah, Shofiyyatul Benydiktus Pakpahan Beta Hanan Yuliansa Betrik Muliani Bintang Gymnastiar Briliana, Syabina Kheisa Bunga Annisa Cahya Lingga Wulandari Cahya Maghfira Prasetya Cahyaning Rahmadani, Putri Nilam Cahyo Wibowo, Nur Cendana Putri Aulia Chevaldi Gelstyn Amalo Christian Ananda Bestari Cindy Dyah Clarissa Belva Kusuma Dalilah Edenya Zata Yumni Darlis Herumurti Dennis Aprilianti Dewanti, Felicitas Deru Diana Rimadhani, Tri Dita Atasa Diva Aisyah Maryam Diva Zahwa Djihani Fatimatus Zahroh Edi Sugiyanto Egga Naufal Daffa Tanadi Eliza Siti Syarifah Elvira Aprilia Primastika Endriana, Fathika Eristya Maya Safitri Eristya Maya Safitri Evidelia Nabila Hamada Audyarizki Fachrurrozy Nurqoulby Fahreo Iddo Putera Dewangga Faisal Muttaqin Fajar Cahya Putra Farah Piecesha, Regina Farhan Jelang Ramadhan Farhan Kusuma Waradana Fauzan Atha Fernaldy, Fabiyan Atha Fidda Rahmawati Fikriyatun Nabila Firdaus, Fakhrina Diah Padma Nur Firdaus, Randy Aulia Firdha Amalia Firdi Ihza Rochman Firlyandita, Marsyanda Firsttama, Risav Arrahman Fithriyani, Aufi Jazilah Fitri Erliya Wati Fitri, Anindo Saka Forentina Kerti Pratiwi Sujayanti Fotinus Wahyudi Josiriz Gagas Taruna Pamungkas Gita Wulandari Giyo Sekhan Abdillah Gracia Medyate Sinulingga Gultom, Aris Fernando Gusti Eka Yuliastuti Hadi, Tasya Diva Fortuna Hafsha Sakinah Halila, Azaria Ainun Halimatuz Zuhriyah, Iffah Nur Hallimah Rizqi Putti Hanatasya Aulia Risda Puspitasari Hanifa, Fatya Hardiva Aura Jingganingsandya Hastri Cantya Danahiswari Herian, Anisah Hikmah Saptya Ningrum Hilal Abdullah Hilal Abdullah Ilham Dio Bhakti Ilham Ismail Imam Hanafi Inayah Divia Ir. Endang Pudji W Isma Triana Izra Noor Zahara Aliya Izzat Rahman Kamila, Syafiatul Kamilia, Tarisa Karina Sanggraeini Khansa Xena Nirwasita Khoirunisa Jannatuzzahra Kirana Azzahra Putri Lasarudin, Alter Layra Cholifah Lordly Resolute Lestari, Danik Dwi Linda Tri Andini Linda Wahyuningtiyas Luawo, Salma Rivani M Aldan Adiar Firdaus M. Rizal Muhaimin Maheswari, Kalila Calya Mariska Regina RahmaPutri Maulana Kharyska Abadi, Muhammad Maulana, Hendra Maulidia, Ayu Maulina, Ika Maya Safitri, Eristya Mayoratri, Maria Helena Putri Mega Fatimah Rosana Moh. Azzam Priyanto Muhamad Raafi Al Hadi Mubarrok Muhammad Alief Hidayatulloh Muhammad Daffa Muhammad Hilman Zafiri Muhammad Rafi Muhsin Murod, Alfin Musdlolif Fadlun Huda Maramida Nabila, Achmad Wildan Nadilla Putri Pertiwi Nadiza Rahma Talitanahda Nadya Lenvylea Laras Nala Mutimmul Nanda Putri Widianti Nashrum Minallah Noer Alam Yahya Nur Hayati, Nita Eka Nur Rachman Nidhi Suryono, Muhammad Nur Suranti Madu Sukmah Nur Suranti Madu Sukmah Nurcholis, Mochammad Nurdin, Andi Nurlaili, Afina Lina Oktania Purwaningrum Oktavia Nur Qhoirunnisa Pandu Rizki Maulidiah Panggayuh, Danang Andrian Fajar Perdana, Firman Permatasari, Reisa Pieter Adam Telaumbanua Pramadhani, Dinar Pranindhita, Anggie Nur Prasetyo, Benediktus Edho Pratama, Adonnis Pratama, Virgiawan Yoga Prisa Marga Kusumantara Priyandini Pramithasari Purborini, Yohana Ajeng Purwitasari, Astri putra, brillyan Putra, Chrystia Aji Putri Intana Ramadhani Putri Lestari, Putri Putri Marisna Putri, Ayuni Salsabila Raden Mohamad Herdian Bhakti Raffli Amirullah Rafi Dhafin Ersamazaya Rafi Dwi Nugraha Rafly Sandi Putra RahmaPutri, Mariska Regina Rahmawati, Lailatul Fitri Dwi Raihan Romadhoni, Moh Ramadhan Eka Syahputra Ramadhan, Chalid Syamy Rasikhah, Keisha Andani Ratna Yulistiani Ratnaswari, Syahrani Renanda Auzan Firdaus Renanda Rahadian, Rizky Rengganis, Aidha Kiftia Rezza Hardanovita Rhifky Arfiansyah Rianto, Syahbrina Isnaeni Azizah Rima Dwi Fitrian Ripka Suliandari Ririn Oktavita Sari Riski, Agung Mustika Risnanda, Arsita Wahyu Rizka Hadiwiyanti Rizki Yuniar, Vera Rizki, Agung Mustika Romansyahdu, Arya Dewangga Rosa Ainun Rizkyah Rosalia, Chaterine Rosedefi Angelia Putri Rr. Shafira Indranovianti Ruldy Rizqi Suhendri Sabrina Berliana Putri Safina Najah Safira Aprilia Safitri, Eristya Maya Salma Salsabila Sirsya Salsabila Shafiyah, Sarah Salsabilla, Kharisma Agustya Zahra Sarah Adora Febria Sa`adah, Layla Mazidatus Seftin Fitri Ana Wati Senarita Septia Rosmalia Septiyawan Rosetya Wardhana Shafarizqinas Gautama, Abdillah Shahna Naila Safira Shofiyyatul Badriyyah Siregar, Alifah Salsabillah Sofi Suhaimah Sriyanti, Zilvi Azus Stefanus Kristiyanto Sugiarto S Sugiarto, Sugiarto Sugito Sugito Sukma, Dini Artika Suryo Widodo Syalia Masarrah Talitha Edina Sakhi Tarangga, Bagas Tarisa Kamilia Tarissa Berliana Kartika Tarrisya Durroh Fitrinda Tegar Satria Adi Teguh Yulianto, Teguh Tesalonika Devvany Nugroho Tiara Putri Marcela Tina Adelia Lestari Ulfa Nur Ulfa Mauludina Umam, Candra Khoirul Vanesa Wanda Anggela Vani Laila Vanni Alivyah Krisnandela Varadilla, Arina Vicky Al-Hafiz Vincentia Stephani Viona Eka Rahmawati Viona Nadestri Vira Adhelia Andjani Virda Kurnia Barbara Wafiq Ainnur Rozzan Wahyuni, Eka Dyar Wati, Seftin Fitri Ana Wibawa Syahalam, Aji Qolbu Wibowo, Nur Cahyo Widya Pratiwi Wilda Daffania Abidin Willy Arya Wicaksana Wulansari, Anita Yanuar Hakam Rosyadi A Yesica Arinda Damayanti Yisti Vita Via Yola Tarisa Br Tarigan Yola Tarisa Br Tarigan Yovan Febriawan Nurpratama Yulia Putri Ramadhani Yusuf Al Ma'ruf, Achmad Zahra, Annisa Lusyani Zahra, Nabila Athifah Zalfaa’ Fairuuz Zhafran, Rafi Nuril Zulfa Fayza Budiono Zulfikar Achmad Nur Wachid