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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Edutech: Jurnal Teknologi Pendidikan Jurnal Pemikiran dan Pengembangan Sekolah Dasar (JP2SD) Jurnal Edukasi dan Penelitian Informatika (JEPIN) Journal of Educational Science and Technology Scientific Journal of Informatics CESS (Journal of Computer Engineering, System and Science) JOIN (Jurnal Online Informatika) International Journal of Artificial Intelligence Research SISFOTENIKA Technomedia Journal Aptisi Transactions on Management Journal of Innovation and Future Technology (IFTECH) Indonesian Journal of Electrical Engineering and Computer Science Journal of Innovation in Educational and Cultural Research ADI Bisnis Digital Interdisiplin (ABDI Jurnal) ADI Pengabdian kepada Masyarakat Jurnal (ADIMAS Jurnal) ProBisnis : Jurnal Manajemen International Journal of Cyber and IT Service Management (IJCITSM) Startupreneur Business Digital (SABDA Journal) Media Riset Akuntansi Auditing & Informasi Nusantara Journal of Computers and its Applications Blockchain Frontier Technology (BFRONT) International Transactions on Artificial Intelligence (ITALIC) Journal of Computer Science and Technology Application
Nuke Puji Lestari Santoso
Universitas Raharja
Humanities 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 Social Sciences Other

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Journal : journal of computer science and technology application

 1 
Deep Learning Enabled Security Monitoring for Intrusion Detection in Smart Campus Networks Ruli Supriati; Nuke Puji Lestari Santoso; Steven Harazaki Lase; Carlos Perez
CORISINTA Vol 3 No 2 (2026): August
Publisher : Pandawan Sejahtera Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/a88eeq63

Abstract

The increasing complexity of smart campus networks has heightened the need for advanced cybersecurity measures to protect sensitive data and ensure seamless operations. Traditional Intrusion Detection Systems (IDS) often struggle to cope with the dynamic and heterogeneous nature of network traffic in smart campus environments, necessitating the development of more effective solutions. This study aims to propose a deep learning-based intrusion detection system for smart campus networks, utilizing a Hybrid CNN-LSTM model to enhance security monitoring. The proposed methodology integrates Convolutional Neural Networks (CNN) for feature extraction and Long Short-Term Memory (LSTM) networks for capturing temporal dependencies in network traffic. The model was trained and evaluated on a combination of publicly available datasets and simulated smart campus data, measuring performance through key metrics such as accuracy, precision, recall, and F1-score. Results show that the Hybrid CNN-LSTM model outperforms traditional machine learning models, achieving an accuracy of 97.3% and a ROC-AUC of 0.99, demonstrating superior detection of both known and unknown intrusions. The findings suggest that deep learning models, especially when tailored to smart campus contexts, offer significant advantages in real-time threat detection and adaptive learning. This research contributes to the growing body of knowledge on AI-driven network security and provides practical insights for improving cybersecurity infrastructures in higher education institutions.
Co-Authors Abdul Hamid Arribathi Abdul Hayat Abdullah Arif Kamal Achani Rahmania Az Zahra Adam Faturahman Aditya Mardiansyah Agustinus Purna Irawan Alfiah Khoirunisa Alfiah Khoirunisa Amelia, Sindy Amitkumar Dudhat Andzelika Birgithri Anggun Oktariyani Ariana Delhi Aswadi Jaya Ayi Rakhmat Ramdani Carlos Perez Chandra Eka Diana Putri Lazirkha Disman Disman Dwi Apriliasari Edward Guustaaf Eka Dian Astuti Euis Siti Nur Aisyah Felix Sutisna Fhia Amelia Fitra Putri Oganda Fitra Putri Oganda Galih Putra Cesna Harahap, Eka Purnama Hardjanto Nusantoro Harry Agustian Husni Teja Sukmana Isyak Meirobie Jett Lee Wilson Kanon Mommsen Wongkar Ketut Gunawan Mardiana Mardiana Mardiana Mardiana Marliani Herlina Marviola Hardini Melani Rapina Tangkaw Muchlishina Madani Muh. Tahir Muhamad Fabio Muhamad Stabil Tanwin Saputra Muhamad Yusup Muhammad Rehan Anwar Mukti Budiarto Nesti Anggraini Santoso Nevizond, Reza Filander Ninda Lutfiani Noah Rangi Nugroho Prihantoni Wibowo Nur Azizah Oliver Sauntos Panca Oktavia Hadi Putra Po Abas Sunarya Prihastiwi, Wahyu Yustika Qurotul Aini Qurotul Aini Qurotul Aini Qurotul Aini Rahmat Salam Rakhmansyah, Mohamad Ramzi Zainum Ikhsan Refa Azka Reyhan Algiffary Gunawan Ridhuan Ahsanitaqwim Risma Nurmala Ruli Supriati, Ruli Sabda Maulana Sherli Triandari Shofiyul Millah Sindy Amelia Sri Watini Steven Harazaki Lase Sudaryono Sudaryono Sulis Setiawati Sulthan Taqi Sampoerna Suryari Purnama Syahrul Mu'Arif Wahid Syifa Muthiatunnisa Triananda Fajar Satriawan Tuti Nurhaeni Udin Saefudin Sa’ud Untung Rahardja Viola Tashya Devana Wahyu Sopandi Wahyu Yustika Prihastiwi Widhy Setyowati