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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Teknik ITS IPTEK Journal of Proceedings Series TEKNOLOGI: Jurnal Ilmiah Sistem Informasi TELKOMNIKA (Telecommunication Computing Electronics and Control) Telematika Seminar Nasional Informatika (SEMNASIF) JURNAL NASIONAL TEKNIK ELEKTRO Proceeding of the Electrical Engineering Computer Science and Informatics Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Eksplora Informatika Al-Jinayah: Jurnal Hukum Pidana Islam Jurnal Elektronika dan Telekomunikasi SISFO Jurnal Penelitian dan Pengabdian Kepada Masyarakat UNSIQ Journal of Economic, Management, Accounting and Technology (JEMATech) PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Business and Finance Journal JAVA Journal of Electrical and Electronics Engineering Applied Technology and Computing Science Journal Airlangga Journal of Innovation Management JAREE (Journal on Advanced Research in Electrical Engineering) Jurnal Nasional Aplikasi Mekatronika, Otomasi dan Robot Industri (AMORI) Agroteksos Proceedings Series on Social Sciences & Humanities Jurnal Nasional Teknik Elektro dan Teknologi Informasi Syarah: Jurnal Hukum Islam dan Ekonomi Jurnal Teknik Terapan (J-TETA) Sewagati Lire Journal (Journal of Linguistics and Literature) Jurnal Pengabdian Kepada Masyarakat
Achmad Affandi
Institut Teknologi Sepuluh Nopember
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Journal : Telematika

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Toward a Modular, Low-Latency Architecture with BERT-based Big Media Data Analysis Widyawan, Widyawan; Murti, Handoko Wisnu; Putra, Guntur Dharma; Nurmanto, Eddy; Affandi, Achmad
Telematika Vol 18, No 2: August (2025)
Publisher : Universitas Amikom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35671/telematika.v18i2.3151

Abstract

The significant growth of digital and social media platforms has introduced massive streams of unstructured media data. However, current big data approaches are not specifically tailored to the high volume and velocity of media data, which consists of unstructured and lengthy full-text messages. This study proposes a modular and stream-oriented big data architecture for media data. The proposed architecture consists of data crawlers, a message broker, machine learning modules, persistent storage, and analytical dashboards, with a publish-subscribe communication pattern to enable asynchronous, decoupled data processing. The system integrates IndoBERT, a transformer-based model fine-tuned for the Indonesian language, enabling real-time semantic tagging within the streaming pipeline. The proposed solution has been implemented as a prototype using open-source technologies in an on-premise cluster. As such, the primary novelty is the successful integration and operationalization of a large, transformer-based language model (IndoBERT) within a low-latency streaming pipeline. The experimental results underscore the feasibility of deploying scalable, vendor-neutral media analytics platforms for institutions with high sensitivity to privacy and cost. Architectural quality is quantitatively evaluated through Martin's Instability Metric and Coupling Between Objects (CBO), confirming high modularity across components. The system demonstrates an end-to-end latency of 3.121 seconds, deep learning latency of 2.333 seconds, and processes 32,102 messages per day, making an explicit trade-off where the 2.333-second deep learning inference provides advanced semantic depth. This study presents a reference architecture for scalable, intelligent real-time media analytics systems that support public sector and academic deployments, requiring data privacy and control over infrastructure.
Co-Authors Achmad Sirojuddin Affressia, Ricca Ahmad Dwi Arianto Ahmad Dwi Arianto Ahmad Khoiri Ahmad Sirojuddin Ahmad Sirojuddin Ahmad Sirojuddin, Ahmad Amalia, Siska Aprilia, Rennanti Lunnadiyah Arianto, Ahmad Dwi Arief Rahman Arifin, Imam Asriadi N Atik Choirul Hidajah Ayu Saputri, Ayu Bagus Wahyu Nugraha Bambang Setiawan Bawazir, Hilda Retno Asih Boedinoegroho, Hany Candra Ahmadi Candra Ahmadi Candra Ahmadi, Candra Devy Kuswidiastuti Diana Purwitasari Dika Setiawan Dimas Anton Asfani Djoko Suprajitno Djoko Suprajitno Rahardjo Dwi Budi Martono Eka Handriani Eko Priyanto Endang Widjiati Endroyono Endroyono Endroyono, E Eni Karsiningsih Farid Andhika Fatmawati Fatmawati Fatmawati, Fatmawati Firmansyah, Indra Firmansyah, Mohammad Rifqi Gamantyo Hendrantoro Gamantyo Hendrantoro Gatot Kusrahardjo Gatot Kusrahardjo Gatot Kusrohardjo Guspul, Ahmad Guspul, Ahmad Harno Pratomo Heniasari, Salsabila Heru Irianto Hono Sejati, Hono I Gusti Ngurah Satriyadi Hernanda I Made Yulistya Negara Indraswati, Badzlina Putri Istas Pratomo, Istas Jatmoko B. Santoso, Jatmoko B. Kalvein Rantelobo Khoirul Fahmi Kuncoro, Dony Yudy Kurniawati Mutmainah Livian Tjandra Lubis, Donal Fernado M. Fajar Adityo Machfud, Yusqi Maemunah, Titi Mahfud, Yusqi Michael Ardita Muazam Nugroho Muhammad Afif Muhammad Asrofi Murti, Handoko Wisnu Nixson Jeheskial Meok Nurlaili Dina Hafni Nurma Khusna Khanifa Nurmanto, Eddy Prasetiyono Hari Mukti Prawoto, Eko Puji Handayani Puspandam Katias Putra, Dwiki Indriansyah Putra, Guntur Dharma Radityo Prasetianto Wibowo Rahmat, Saiful Randi Eriko Hariyadi Reza Fuad Rachmad Reza Pradikta Risdianto Hermawan Riyanto, Dhany Rizki Aris Yunianto Sakinah Sakinah Sakinah Sakinah Saputra, Yoga Dwiki Satibi, Imam Setijadi, Eko Sirajuddin Sirajuddin SRI RAHAYU Sukawi, Zaenal Sun'anul Huda Supeno Mardi Susiki Nugroho, Supeno Mardi Surya Sumpeno Sutomo Sutomo Sutresno Tata Tanjung Tamara Tiffany Maliati Khumairoh Afandi Titiek Suryani Tri Arie Bowo Tri Fidrian Arya Tri Hasti Wulandari Trika Pitana Varisa Rahmawati Widyawan Wirawan Wirawan Wirawan Wirawan Wismanu Susetyo Wulandari, Tri Hasti Yogi Ageng Sri Legowo Yoyon Kusnendar Suprapto Yuhana, Umi Laili Yunianto, Rizki Aris Yuwono Yuwono