Article Per Year (5 Year)
p-Index From 2021 - 2026
3.036
P-Index
This Author published in this journals
All Journal Jurnal Ilmu Komputer IPTEK Journal of Science Jurnal Edukasi dan Penelitian Informatika (JEPIN) CESS (Journal of Computer Engineering, System and Science) JURNAL NASIONAL TEKNIK ELEKTRO Briliant: Jurnal Riset dan Konseptual RANDANG TANA - Jurnal Pengabdian Masyarakat Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi) Journal of Computer System and Informatics (JoSYC) Budimas : Jurnal Pengabdian Masyarakat Journal of Advanced in Information and Industrial Technology (JAIIT) Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Pengabdian Kepada Masyarakat Jurnal Pengabdian Masyarakat Bidang Sains dan Teknologi eProceedings of Engineering Scientific Journal of Informatics Jurnal Pengabdian Masyarakat Terapan
Ardian Yusuf Wicaksono
Institut Teknologi Telkom Surabaya, Surabaya
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Transportation Veterinary Other

Published : 21 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 21 Documents
Search

 1   2   3 
Smart Monitoring Implementation for Hosting Services Using Zabbix and Autoencoder Models Maulana, Rizky Fenaldo; Wicaksono, Ardian Yusuf; Nugraha, Irvan Surya; Sujiana, Yuandytha Putri Ade
Scientific Journal of Informatics Vol. 12 No. 4: November 2025
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v12i4.33241

Abstract

Purpose: This study answers the increasing need for intelligent server monitoring systems capable of anomaly detection for computing infrastructure performance and reliability. Conventional static threshold-based monitoring systems, such as Zabbix, have limitations in identifying complex and dynamic abnormal patterns. To overcome this limitation, in this research study, the integration of an Autoencoder-based deep learning model with the Zabbix monitoring system is presented. Methods: An experimental approach was followed, wherein important server performance metrics like CPU utilization, memory utilization, and network activity were collected every 15 minutes for 40 days. The Autoencoder was trained on normal operational data to identify frequent behavioral patterns and produce reconstruction errors as anomaly scores. Deviations were alerted as anomalies when these scores exceeded an adaptive threshold. The system was deployed in a virtualized environment, with real-time notifications sent via Telegram for rapid incident response. Results: Experimental results show that the system can effectively detect different anomaly scores. Deviations were alerted as anomalies when these scores exceeded an adaptive threshold. The system was placed in a virtualized production setup, publishing real-time notifications via Telegram for prompt incident different anomaly types with high performance anomaly detection with MAE = 0.0084 and RMSE = 0.0198. Novelty: The primary contribution of this study is the development of hybrid real-time anomaly detection framework that integrates deep learning within open-source monitoring tools to be more efficient, decrease the dependence on manual configuration, and enable computing infrastructures to be more reliable and efficient.
Co-Authors Abrar, Moh Farrel Achmad Muzakki Ahmad Wali Satria Bahari Johan Amirah Diandra Arliyanti Nurdin Bagus Kurniawan Bawalo, Evanly Chastine Fatichah Desita Nur Rachmaniar Dewi Rahmawati Dhimas Bintang Bagaskara Falah Arrafi , Fajrul Farah Zakiyah Rahmanti Fauzi, Muhammad Dzulfikar Firdaus, Raihan Gou Koutaki Granita Hajar Haikal Fikri As’ad , Muhammad Hani Safitri, Pima Keiichi Uchimura Khodijah Amiroh Krishna Lokajaya, Gabriel Azarya Maulana, Rizky Fenaldo Mohammad Hamim Zajuli Al Faroby Mohammad Sholik Montolalu, Billy Muhajir, Daud Nanik Suciati Nugraha, Irvan Surya Nusyura, Fauzan Pangestu Widodo, Pangestu Pertiwi, Kharisma Monika Dian Putra, Muhammad Alifian Rizky Fenaldo Maulana Rizky Oktavia, Vessa Safitri, Pima Hani Saputra, Ananda Bintang Satria Putra Buana, Elang Satrio, Dhimas Baharudin Sebastian, Gerrard Sekar Widyasari Putri Setyawan, Nathanael Ferdian Putra Sujiana, Yuandytha Putri Ade Susijanto Tri Rasmana T. Rasmana , Susijanto Titus Kristanto Wincoko Putro, Fidi Zulkarnaen, Feiticeira