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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Teknologi Informasi dan Ilmu Komputer InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan Technomedia Journal Aptisi Transactions on Management Aptisi Transactions on Technopreneurship (ATT) CSRID (Computer Science Research and Its Development Journal) CCIT (Creative Communication and Innovative Technology) Journal ADI Journal on Recent Innovation (AJRI) ADI Bisnis Digital Interdisiplin (ABDI Jurnal) IAIC Transactions on Sustainable Digital Innovation (ITSDI) ADI Pengabdian kepada Masyarakat Jurnal (ADIMAS Jurnal) ProBisnis : Jurnal Manajemen International Journal of Cyber and IT Service Management (IJCITSM) Startupreneur Business Digital (SABDA Journal) Jurnal Manajemen Informatika Medicom (JMI) International Transactions on Education Technology (ITEE) Blockchain Frontier Technology (BFRONT) International Transactions on Artificial Intelligence (ITALIC) Journal of Computer Science and Technology Application JOT
Fitra Putri Oganda
Universitas Raharja
Religion Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Social Sciences Other

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Journal : journal of computer science and technology application

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Self Learning AI and Big Data for Resilient Cybersecurity in Distributed Networks Aswadi Jaya; Suca Rusdian; Fitra Putri Oganda; Tuti Nurhaeni; John Edwards
CORISINTA Vol 3 No 2 (2026): August
Publisher : Pandawan Sejahtera Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/kz2w4z84

Abstract

The rapid expansion of large scale computer networks driven by cloud infrastructures, Internet of Things environments, and distributed digital services has significantly increased the complexity of cybersecurity threats. Traditional rule based security systems often struggle to detect evolving and previously unseen attacks within high volume network traffic. This study proposes a self learning artificial intelligence approach designed to enhance threat detection capability in large scale computer networks by leveraging adaptive learning mechanisms and large scale network data analysis. The proposed framework integrates machine learning models with big data processing techniques to continuously learn from network traffic patterns, behavioral anomalies, and historical security events. Through automated feature extraction and iterative model refinement, the system dynamically improves its ability to identify malicious activities without relying solely on predefined signatures. This study adopts a qualitative conceptual evaluation approach to examine the proposed self-learning artificial intelligence and big data framework for cybersecurity resilience in distributed computer networks. The evaluation is conducted through literature synthesis, comparative analysis of existing intrusion detection approaches, architectural modeling, and conceptual validation of the proposed framework against key cybersecurity requirements, including adaptability, scalability, continuous learning, and detection coverage for known and unknown threats. The system also shows strong scalability in processing high volume network data while maintaining stable detection performance. These results indicate that integrating self learning artificial intelligence with scalable data processing can strengthen cybersecurity resilience in large scale computer networks and support the development of more adaptive and intelligent network defense mechanisms for future digital infrastructures.
Co-Authors Adam Faturahman Adrian Sean Bein Agung Alessandro Rossi Ali Djamhuri Amelia Evans Aoliyah Firasati Ariesya Aprillia Asep Sutarman Aswadi Jaya Bist, Ankur Singh Chandra Lukita Desy Apriani Efa Ayu Nabila Evans, Richard Fadhila Azzahra Farida Agustin, Farida Faturahman, Adam Fauziyah, Nida Felix Sutisna Fhia Amelia Fitriani, Anandha Galih Putra Cesna Galih Putra Cesna Giandari Maulani, Giandari Greisy Jacqueline Gunawan Harahap, Eka Purnama Harry Agustian Hartono, Tri Henry Zainarthur Hikmal Baedowi Indri Handayani Indri Handayani, Indri Ita Sari Perbina Manik Jihan Zanubiya Jihan Zanubiya John Edwards Mackenzie Laurens Marviola Hardini Marviola Hardini Maulana Abbas Mey Anggraeni Miftakhul Khasanah Mochamad Heru Riza Chakim Mohamad Agus Setiawan Muchlishina Madani Muchlisina Madani Muh. Tahir Muhamad Fabio Muhamad Stabil Tanwin Saputra Muhammad Rehan Anwar Mulyati Mulyati Mumen, Md. Abdul Naomi Lyraa Natalia, Ester Ananda Nesti Anggraini Santoso Ninda Lutfiani Noah Rangi Nugroho Prihantoni Wibowo Nuke Puji Lestari Santoso Nur Azizah Nur Ihsan Permadi Nurjanah, Lina Oliver Sauntos Padeli Pangestu, Anggit Panji Po Abas Sunarya Pramono, Bayu Pratibha Pandey Purnomo, Andri Cahyo Qurotul Aini Qurotul Aini Ramiro Santiago Ikhsan Rawat, Bhupesh Retno Setyaningrum Reyhan Algiffary Gunawan Richard Andre Sunarjo Richard Andre Sunarjo Rifqa Nabila Muti Riya Widayanti Rudi Edi Santoso Sabda Maulana Salam, Rahmat Sandy Setiawan Santoso, Nuke Puji Lestari Sausan Raihana Putri Junaedi Sheila Aulia Anjani Shofiyul Millah Shofiyul Millah Sihotang, Sondang Visiana Sipah Audiah Sondang Visiana Sihotang Sri Rahayu Suca Rusdian Sudaryono Sudaryono Sunengsih, Meriyana Syahrul Mu'Arif Wahid Syifa Wulandari Syifa Wulandari Tarisya Ramadhan Tarisya Ramadhan Tessa Handra Tessa Handra Tessa Handra Thomas Green Titih Nursugiharti Tri Wahyuningsih Tuti Nurhaeni Untung Rahardja Vivi Meilinda Wiliams, Alexander Williams, Jack Winanti Yasir Mustafa Kareem Yusuf Abdurachman Zebua, Selamat