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All Journal Jurnal Informatika dan Teknik Elektro Terapan Sinkron : Jurnal dan Penelitian Teknik Informatika Jusikom : Jurnal Sistem Komputer Musirawas Jurnal Nasional Komputasi dan Teknologi Informasi JETL (Journal Of Education, Teaching and Learning) MAJAMATH: Jurnal Matematika dan Pendidikan Matematika Jurnal Manajemen Informatika dan Sistem Informasi Jurnal Pendidikan Teknologi Informasi dan Vokasional JATI (Jurnal Mahasiswa Teknik Informatika) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Sistem Informasi dan Sistem Komputer Jurnal Ilmiah Wahana Pendidikan Journal of Software Engineering, Information and Communication Technology Bulletin of Information Technology (BIT) Jurnal Informasi Sains dan Teknologi (ISAINTEK) Journal of Artificial Intelligence and Engineering Applications (JAIEA) Jurnal Informatika Progres Blend Sains Jurnal Teknik Journal of Education Technology Information Social Sciences and Health Golden Ratio of Data in Summary Jurnal Umum Pengabdian Masyarakat (JUPEMAS) Journal of Informatics and Data Science (J-IDS) Jurnal Pengabdian Masyarakat dan Riset Pendidikan Jurnal Ilmiah Sistem Informasi Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) SAKOLA: Journal of Sains Cooperative Learning and Law
Dedy Kiswanto
Universitas Negeri Medan
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SISTEM MONITORING JARINGAN SMALL OFFICE DAN DETEKSI ANOMALI TRAFIK BERBASIS MACHINE LEARNING DENGAN VISUALISASI Yohanes Gerardus Haga Zai; Dedy Kiswanto; Bicanro Gebriyan Panjaitan; Zahira Putri Julia Daulay
Jusikom : Jurnal Sistem Komputer Musirawas Vol. 11 No. 1 (2026): Jurnal Sistem Komputer Musirawas JUNI
Publisher : LPPM UNIVERSITAS BINA INSAN

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32767/jusikom.v11i1.3208

Abstract

Jaringan small office umumnya dikelola dengan sumber daya terbatas sehingga rentan terhadap ancaman siber yang tidak terdeteksi secara dini. Penelitian ini merancang dan mengimplementasikan sistem monitoring infrastruktur jaringan small office yang terintegrasi dengan mekanisme deteksi anomali trafik berbasis deep learning. Sistem dibangun menggunakan tiga komponen utama: pengumpulan data melalui protokol SNMP dan packet sniffing berbasis Scapy, pemrosesan dan klasifikasi trafik menggunakan model Fully Connected Neural Network dengan fungsi aktivasi Softmax, serta dashboard visualisasi. Topologi jaringan disimulasikan menggunakan GNS3 dengan MikroTik Cloud Hosted Router (CHR) sebagai gateway utama dan Kali Linux sebagai agen penyerang untuk pengujian skenario serangan. Dataset dibangun dari empat kelas trafik — Normal, Denial of Service (DoS), Port Scanning, dan SSH Brute Force — yang diekstraksi menggunakan metode Time-Windowing 3 detik. Model deep learning yang dilatih menggunakan algoritma class weighting, Early Stopping, dan ReduceLROnPlateau berhasil mencapai akurasi pelatihan 99,28% dan akurasi validasi 99,48% tanpa indikasi overfitting. Hasil pengujian menunjukkan bahwa sistem mampu mendeteksi seluruh kelas serangan secara real-time dan menampilkan peringatan pada dashboard secara otomatis, menjadikannya solusi monitoring yang komprehensif, ringan, dan adaptif untuk infrastruktur jaringan small office.
Prototipe Sistem Monitoring Jaringan Dan Otomasi Bandwidth Manager Dengan Visualisasi Grafana Pada Lingkungan Virtual Ridho Affandi; Dedy Kiswanto; Syti Salwaa Nafiisah; Shaqila Rahmayani
BETRIK Vol. 17 No. 02 (2026): Jurnal Ilmiah BETRIK : Besemah Teknologi Informasi dan Komputer
Publisher : PPPM Institut Teknologi Pagar Alam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36050/vme53t62

Abstract

The increasing complexity of information technology–based services has led to a growing demand for reliable and efficient network management. Network performance monitoring and bandwidth allocation control are critical aspects in maintaining network stability, availability, and quality of service. This paper presents the development of a network monitoring system prototype integrated with an automated bandwidth management mechanism in a virtualized environment. The system is designed to collect network performance data in real time, automatically manage traffic priorities, and present network information through clear and informative visualizations. A virtual environment is utilized to provide flexibility, resource efficiency, and ease of system testing. The prototype results indicate that the system enhances network visibility, supports more effective bandwidth management, and enables structured traffic control. This prototype is expected to serve as an initial solution for network management and as a foundation for further development of network monitoring and automation systems.
Sentralisasi Manajemen Multi-Router MikroTik Berbasis Web Melalui REST API pada Lingkungan Virtualisasi Azril Arfansyah; Dedy Kiswanto; Muhammad Iqbal Fahrezzi; Arion Pardede
BETRIK Vol. 17 No. 02 (2026): Jurnal Ilmiah BETRIK : Besemah Teknologi Informasi dan Komputer
Publisher : PPPM Institut Teknologi Pagar Alam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36050/z6vfkq27

Abstract

Conventional management of MikroTik-based network infrastructure still relies on desktop-bound applications such as Winbox and Command Line Interface (CLI) that require per-device manual configuration, causing operational inefficiencies and the inability to provide centralized real-time visibility. This study develops a web-based Network Management System (NMS) leveraging the built-in REST API of MikroTik RouterOS version 7 to automate and centralize the configuration and monitoring of multiple routers within a single dashboard. The system is built on a three-tier architecture: a React 19-based frontend with Vite bundler, a Node.js and Express.js-based backend proxy, and an SQLite database layer. Evaluation was conducted in two stages: Black Box Testing for module functionality validation, and quantitative performance testing covering API endpoint response times, concurrent throughput, and multi-router scalability simulation. Results indicate that all 17 main API endpoints respond with an average time of 18.69 ms and a request success rate of 100% out of 1,404 total requests, with a communication failure rate of 0.00%. Scalability tests with 1 to 30 routers demonstrate sub-linear time growth through parallel and asynchronous execution mechanisms, with a total processing time of 185.98 ms for 30 simultaneous routers and a parallelization efficiency of 2.92x. The primary contribution of this study is the empirical demonstration that a Node.js proxy architecture exploiting RouterOS v7 REST API effectively scales multi-router configuration operations with measurable efficiency, while simultaneously integrating WireGuard VPN automation with server-side cryptographic management in a single platform.
Co-Authors Abdi Azzaki G, Fikri Abid Syuja, Muhammad Adidtya Perdana, Adidtya Adventino Gulo, Steven Afiq Alghazali Lubis Afrrahman S. Effendi, Ali Agi Berutu, Iwan Ahmad Fahrezi, Bryan Ahmad Zulfan Hafiz Harahap Akbar, Muhammad Budi Al-Kautsar, Muhammad Zidane Albert Ramadhan Manik Alfin Syahri Alvansyah, Oka Alvin Hafiz Ananda Irya Shakila Syukron Andreas Sinabariba, Ade Anggraini Yolandari, Nezza Aqilah Defiyanti Ardani Achmad Arifin, Muhammad Hidayatul Arion Pardede Ashillah, Salma Asro Harahap, Fatimah Audy Priscilia, Selfi Aulia Artika, Delvita Aulia, Windy Auzi, Sybil Azima Lubis, Fauzan Azis, Zainal Azril Arfansyah Azzahra, Dita Putri Bicanro Gebriyan Panjaitan Bob Valentino Bonifasius Simbolon, Aldo Br Hutagalung, Fhadillah Citra Hasiana Rajagukguk, Gloria Davina, Sherly Dealva Arsyad, Thania Defi, Aqilah Dewi Lestari Dly, Revidamurti Drilanang, Mhd Ilyasyah Dwi Febrianti, Bunga Ega Pratama Evanthe, Hansel Evanthe, Hansel Valent Fadilla Amanah Fahra Pebiana Putri Fauzan Azima Lubis Felix John Pardamean Hutabarat Fhadillah Br Hutagalung Fitra, Muhammad Rizki Andrian Gaol, Anwar Shaleh Lbn Gerhard Hasangapon Parapat Gloria Citra Hasiana Rajagukguk Gulo, Steven Adventino Hafika, Rizky Ananda Hafiz, Alvin Hafizh Ariiq Hanafiah Hanafiah Harahap, Fatima Asro Harahap, Salsa Nabila Heppy Ria Sibarani, Ronasip Hermawan Syahputra Hidayat, M Fauzan Human Sukma, Ayman Hutagalung, Fhadillah Br Ichwanul Muslim Karo Karo Idris Putra Hatoguan Insan Pratama Siagian, Raihan Iwan Agi Berutu Jehian, Neysa Talitha Jibran Muzakki Khan, Adhevta Jogi Purba John Bush Henrydunan Josua Pinem Juliana Silalahi, Feby Khildan Rifail Azis Khoiriah, Najwatul Kristin Impana Manik Latifah Hasibuan, Najwa Lubis, Ardilla Syahfitri Lubis, Fauzan Azima M.Pd., Zulherman Malau, Mei Lammi Manik, Albert Ramadhan Manik, Kristin Impana Meliala, Ruth Amelia Vega S Melly Br Bangun Mhd Ilyasyah Drilanang Muhammad Agus Syaputra Lubis Muhammad Alby Savana Hasibuan Muhammad Alfin Muhammad Budi Akbar Muhammad Dzaki Arjun Muhammad Hidayatul Arifin Muhammad Iqbal Fahrezzi Muhammad Naufal Musyaafa Muhammad Raffi Akbar Tanjung Muhammad Rois Lukman Damanik Muhammad Zidane Al-Kautsar Muslim Sinaga, Rizal Nababan, Sirus Daniel Nababan, Sirus Daniel Haholongan Nadrah Afiati Nasution Najwa Latifah Hasibuan Nasution, Adzkia Nasution, Afifah Naila Nasution, Aurela Khoiri Nasution, Siti Ananda Nazwar Farezi Nezza Anggraini Yolandari Noor, Muhammad Yazid Nurul Maulida Surbakti Panggabean, Suvriadi Parapat, Gerhard Hasangapon Paskah Abadi Simanullang Pebiana Putri, Fahra Peter Tymothy Hutabarat Prana Walidin, Adamsyach Pritiy Singgam Purba, Jogi Putra Paskah Halawa, Sovantri Putri Handayani Simbolon, Agata Putri Syaifullah, Sarah Putri, Fahra Pebiana Putri, Rezkya Nadilla Rabiah Adawi Raffi Akbar Tanjung, Muhammad Raja Ansel Hartama Sihombing Ramadhani, Fanny Rangga Wahyu Pratama Rani Indah Sari Revidamurti Dly Ridho Affandi Rifail Azis, Khildan Ririn Amelia Br Siregar Riyan Wardhana Rizal Muslim Sinaga Rizki Andrian Fitra, Muhammad Rizky Ananda Hafika Rizky Wahyudi Safitri, Eli Safrida Napitupulu Sapta Warman Zai, Tri Selfi Audy Priscilia Sembiring, Febe Gracia Shaleh Lbn Gaol, Anwar Shaqila Rahmayani Siagian, Raihan Insan Pratama Sianipar, Freyro Dobry silalahi, evelyn keisha Silalahi, Feby Juliana Siregar, Dean Sitanggang, Yoseph Christian Sitepu, Ahmad Denil Sitepu, Keysa Shifa Adwitia Siti Mamduhah siti wulandari Situmorang, Romatua SM Sidabutar, Yusiva Sovantri Putra Paskah Halawa Sri Dewi Stefen Agus Waruwu Sukma, Ayman Human Suryaningsih, Embun Suvriadi Panggabean Syti Salwaa Nafiisah Syukron, Ananda Irya Shakila Talitha Jehian, Neysa Tegas Ramadhan Tri Sapta Warman Zai Tua Halomoan Harahap Tua Halomoan Harahap, Tua Halomoan Vega S. Meliala, Ruth Amelia Vincentius Manurung, Enriko Vivielda Farmawaty Tambunan Waruwu, Stefen Agus Windy Aulia Yesy Simanjuntak Yohana Lorinez S. Yohanes Gerardus Haga Zai Yuda Advis Ambrosius Sitohang YUSRIDA JELIANTI SIHITE SIHITE Zahira Putri Julia Daulay Zainal Azis Zidane Al-Kautsar, Muhammad Zulfahrizan, Atta Zulfi, M. Fikri