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Eko Saputra
Universitas Darwan Ali
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Journal : Indo-MathEdu Intellectuals Journal

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Deteksi Serangan DDoS Menggunakan Deep Learning dalam Administrasi Jaringan Zukipli, Zukipli; Riskila, Aprila Kusuma; Saputra, Eko; Syaikhurrahman, Muh; Prasetyo, Bimo
Indo-MathEdu Intellectuals Journal Vol. 6 No. 6 (2025): Indo-MathEdu Intellectuals Journal
Publisher : Lembaga Intelektual Muda (LIM) Maluku

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54373/imeij.v6i6.4112

Abstract

The DDoS (Distributed Denial-of-Service) attack detection system aims to enhance network security across all aspects of internet technology utilization. One of its applications is in SPKLU (Public Electric Vehicle Charging Stations). This research aims to detect DDoS attacks using deep learning in network administration. The study employs a deep learning approach utilizing Convolutional Neural Network (CNN) on a public dataset. Based on our study and analysis results, CNN has a precision rate of 95%. The high accuracy and balanced performance against various types of attacks indicate the potential application of this model in real-world situations. This model shows promising performance in detecting various network traffic anomalies, providing important insights related to its potential practical use. Further research is still needed to enhance resilience against evolving DDoS attack tactics and to address potential limitations that may exist.
Co-Authors Abd. Ghofur Adryade Reshi Gusta Agus Sastrawan Noor Agus Suwondo Agustinos, Putri Ahmad Jalaludin, Ahmad Aida Nursanti Alfaidah, Khusni Alfianur Alfianur Alia, Filma Alya Okta Sukma, Fitri Aminuyati Amrina, Rizqy Dwi Annisa Astrid Ardi, Ardiansyah Ardiansya, Jimmy Ariq Alim, Muhammad Aris , Ika Evitasari Azhari, Nesaliya Bambang Genjik Sumartono Bambang Tjahjono Bayu Setyo Nugroho, Bayu Setyo Bono Setyo, Bono Bukhori, Moh Busyro, Busyro Candra, Yogi Carli Carli Chairuman, Muhamad Chalik Chalik Chairuman, Muhamad Ciptro Handrianto, Ciptro Deni Erlansyah Destari, Destari Desti Puswati Deswinda, Deswinda Deta Desvitasari Devita, Yeni Didi Suryadi Didik Daniyantara Dita Anies Munawarroh, Dita Anies DITA, SYANIN Dyna, Fitri Erlina, Dian Febriyeni, Cindy Fildan Amri, Khafid Firsta Yosika, Ghana Fuad Hilmy Ganiyev, Avazbek Gilang Pratama, Amor Seta Gutomo, Gutomo Hafidhudin, Didin Hakim, M. Arif Rahman Harahap, Afrida Sriyani Hariadi Hariadi Hariana Amalia, Hariana Haritsah Sani, Haritsah Hartono Hartono Henni Noviasari Hongki Julie Huda, Evan Hardi Nurul Husna, Arina Himatul husnaini, husnaini Ikhsan, Ivan Hardi Nurul Indra Gunawan Indrawati, Ragil Tri Iswandi Syahputra Jemakmun, Jemakmun Justita Dura Kenedi, Ary Kiswanto Khotimah Khotimah Lalu Erpan Suryadi Lasally, Adesty LESTARI, ULVHA DWI Lestiana, Siti Lyansari, Kirana Nur M. Affandi Arianto Mahfuz Masduki Masduki Meldawati Artayani Muhammad Fadhli Muhammad Irham Muqorrobin, Muqorrobin Nazruddin Safaat H Nengsih, Yanti Karmila Nita, Yureya Noor, Muhammad Fauzi noviar nurdin kasim, Novi Nur Hidayati Nurhusliya Nurwijayanti Okta Sukma, Fitri Alya Prasetyo, Bimo Pratama, Ikhsan Prima Andreas Siregar Putra Pamungkas, Satya Putra Sastaman B Putri, Farika Tono Putrimaz , Aulia Kartika Qurroh Ayuniyyah Rafsanjanu, Swastika Pascal RAHMA, YURIKE NADIYA Rahman, M Arinal Rezza Dewintha, Rezza Ridha Ilma, Ridha Rina Nopiana Riskila, Aprila Kusuma Rochmatika, Rizkha Ajeng Rohmatika, Rizka Ajeng Romadi, Pipir Rosidi, Imron Sai'in, Ali Sai”™in, Ali Saputra, Dwi Bayu Sarana Sarana Shynta Amalia Situmeang, Apriyani Rosita Sri Hastuti Sri Yanti Sriyani Harahap, Afrida Subiantoro, Rijadi Suharto Suharto Sunarto Sunarto Syaikhurrahman, Muh Thuhir, M. Triwinarsih, Ragil Uçar, Ahmet Serhat Ulfah, Mailani Ulum, M. Showi Nailul Uray Gustian, Uray Wahyu Isti Nugroho Wahyudi, Ibnu Wattimena, Riles Melvy Wijaya, Sastra Wydyanto Wydyanto, Wydyanto Xander Salahudin Y. Touvan Juni Samodra Yarmani, Yarmani Zakiy, Ahmad Zulkipli Zulkipli