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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 Ahmad, Che Nidzam Che Akbar, M. Asif Maulana Amalia, Siska Anjarwati, Yulica Wulan Aprilia, Rennanti Lunnadiyah Arianto, Ahmad Dwi Arief Rahman Arifin, Imam Asriadi N Atik Choirul Hidajah Ayu Saputri, Ayu Bagus Wahyu Nugraha Bahtiar Efendi 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 Harno Pratomo Heniasari, Salsabila Heri Purwanto 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 M. Trihudiyatmanto Machfud, Yusqi Maemunah, Titi Mahfud, Yusqi Mahfudz, Yuzqi Michael Ardita Muazam Nugroho Muhammad Afif Muhammad Asrofi Murti, Handoko Wisnu Ni'mah, Ayu Mar'ati Barokatun Nixson Jeheskial Meok Nurhayati, Eni Candra Nurlaili Dina Hafni Nurma Khusna Khanifa Nurmanto, Eddy Prasetiyono Hari Mukti Prawoto, Eko Puji Handayani Puspandam Katias Putra, Dwiki Indriansyah Putra, Guntur Dharma Qori Agussuryani, Qori Radityo Prasetianto Wibowo Rahmat, Saiful Randi Eriko Hariyadi RATNA WIJAYANTI Reza Fuad Rachmad Reza Pradikta Risdianto Hermawan Riyanto, Dhany Rizki Aris Yunianto Sakinah Sakinah Sakinah Sakinah Saputra, Yoga Dwiki Satibi, Imam Sedon, Mohd Fauzi 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 Umi Laili Yuhana Varisa Rahmawati Widyawan Wirawan Wirawan Wirawan Wirawan Wismanu Susetyo Wulandari, Tri Hasti Yogi Ageng Sri Legowo Yoyon Kusnendar Suprapto Yunianto, Rizki Aris Yuwono Yuwono