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All Journal International Journal of Electrical and Computer Engineering Tekno : Jurnal Teknologi Elektro dan Kejuruan Teknologi dan Kejuruan: Jurnal teknologi, Kejuruan dan Pengajarannya Jurnal Inovasi Teknologi Pendidikan International Journal of Advances in Intelligent Informatics Proceeding of the Electrical Engineering Computer Science and Informatics JOIN (Jurnal Online Informatika) Briliant: Jurnal Riset dan Konseptual JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Journal of Information Technology and Computer Science INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi Knowledge Engineering and Data Science Jurnal Penelitian Pendidikan IPA (JPPIPA) Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control JOURNAL OF APPLIED INFORMATICS AND COMPUTING Pendas : Jurnah Ilmiah Pendidikan Dasar Cetta: Jurnal Ilmu Pendidikan ILKOM Jurnal Ilmiah at-tamkin: Jurnal Pengabdian kepada Masyarakat SENTIA 2016 SENTIA 2015 MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Jurnal Karinov TRIDARMA: Pengabdian Kepada Masyarakat (PkM) Edunesia : jurnal Ilmiah Pendidikan Discovery : Jurnal Ilmu Pengetahuan Indonesian Journal of Data and Science Letters in Information Technology Education (LITE) Jurnal Teknik Informatika (JUTIF) Journal of Applied Data Sciences Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Decode: Jurnal Pendidikan Teknologi Informasi Emerging Information Science and Technology Bulletin of Community Engagement Journal of Education Research Jurnal Pustaka AI : Pusat Akses Kajian Teknologi Artificial Intelligence Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) Reflection Journal JUSIFOR : Jurnal Sistem Informasi dan Informatika Jurnal Ekonomi, Bisnis dan Pendidikan (JEBP) Advance Sustainable Science, Engineering and Technology (ASSET) Systematic Literature Review Journal
Didik Dwi Prasetya
Universitas Negeri Malang
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Journal : reflection journal

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Integrasi Embedding Multiformat untuk Representasi Semantik Big Data Smart City: Analisis Etika Penelitian, AI Ethics, dan Tantangan Publikasi Ilmiah di Era Teknologi Lanjut Sumanti, Endang Sri; Prasetya, Didik Dwi; Elmunsyah, Hakkun; Sendari, Siti
Reflection Journal Vol. 6 No. 2 (2026): June
Publisher : Lembaga Penelitian dan Pemberdayaan Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36312/rj.v6i2.4193

Abstract

Penelitian ini bertujuan menganalisis manfaat representasi semantik dan memetakan risiko etika pada pipeline embedding multimodal dalam pengolahan Big Data Smart City. Penelitian menggunakan desain sintesis literatur yang dipadukan dengan studi kasus konseptual, analisis hermeneutik teknologi, dan pemetaan risiko berbasis pipeline. Analisis mencakup lima komponen utama, yaitu Text Encoder, Visual Encoder, Cross-Modal Alignment, Fusion Layer, dan Semantic Output Layer. Hasil penelitian menunjukkan bahwa integrasi data tekstual dan visual dapat memperkaya konteks semantik, memperkuat hubungan informasi antarmodalitas, serta mempertahankan konsistensi representasi pada dokumen kebijakan yang kompleks. Namun, manfaat tersebut disertai lima risiko utama, yaitu bias representasional, privasi dan indirect disclosure, dual-use, surveillance dan profiling otomatis, serta asimetri kekuasaan informasi. Fusion Layer teridentifikasi sebagai komponen dengan risiko paling tinggi karena menggabungkan bias dan potensi penyalahgunaan dari beberapa modalitas, sedangkan Cross-Modal Alignment menunjukkan mekanisme mitigasi yang masih terbatas. Integrasi prinsip autonomy, beneficence, justice, dan consent dengan fairness, accountability, transparency, explainability, serta manajemen risiko menghasilkan kerangka evaluasi etika yang dapat diterapkan sepanjang siklus hidup sistem. Penelitian merekomendasikan penerapan ethical checkpoints, audit bias, dokumentasi dataset dan model, logging, pembatasan tujuan penggunaan, serta human oversight. Karena berbasis studi kasus konseptual, kerangka ini masih memerlukan validasi ahli dan pengujian empiris menggunakan dataset Smart City aktual. Ethical Risk Mapping in Multimodal Embedding Pipelines for Semantic Representation of Smart City Big Data: A Literature Synthesis and Conceptual Case Study This study aims to analyze the benefits of semantic representation and map ethical risks within multimodal embedding pipelines used to process Smart City Big Data. The study employed a literature synthesis design combined with a conceptual case study, technological hermeneutic analysis, and pipeline-based risk mapping. The analysis covered five main components: the Text Encoder, Visual Encoder, Cross-Modal Alignment, Fusion Layer, and Semantic Output Layer. The findings indicate that integrating textual and visual data can enrich semantic context, strengthen cross-modal information relationships, and maintain representational consistency in complex policy documents. However, these benefits are accompanied by five major risks: representational bias, privacy and indirect disclosure, dual use, automated surveillance and profiling, and information-power asymmetry. The Fusion Layer was identified as the component with the highest risk because it combines bias and the potential misuse of information from multiple modalities, whereas Cross-Modal Alignment still has limited mitigation mechanisms. Integrating the principles of autonomy, beneficence, justice, and consent with fairness, accountability, transparency, explainability, and risk management produced an ethical evaluation framework that can be applied throughout the system lifecycle. The study recommends implementing ethical checkpoints, bias audits, dataset and model documentation, logging, purpose limitation, and human oversight. Because the study is based on a conceptual case scenario, the proposed framework still requires expert validation and empirical testing using actual Smart City datasets.
Co-Authors Abdul Karim Abdul Wafi Abdullah Iskandar Syah Achmad Afif Irwansyah Adi Wahyu Wardani Ahmad Fajruddin Syauqi Ahmad Reza Adrian Ahmad Yusuf Setiawan Ainun Nur Baiti Aji P Wibawa Aji Prasetya Wibawa Akbar, Asna Isyarotul Andika Dwiyanto, Felix Andrew Nafalski Anik Nur Handayani Anjar Dwi Rahmawati Arifiati Fitri Anggraini Aripriharta - Aryo Pinandito Ashar, Muhammad Azhar Ahmad Smaragdina Azlan Mohd Zain Bagaskoro Biantoro, Yudhi Bintang Romadhon Cakir, Gulsun Kurubacak Danang Arbian Sulistyo Denis Eka Cahyani Dwi Widiyasari Dyah Ayu Langening Tyas Ella Amelia Widodo Enggie Hendrawan Saputra F.ti Ayyu Sayyidul Laily Fadhli Almu’iini Ahda Fadli Hidayat, M. Noer Fathan Alfariel Adhyaksa Fatrisna Salsabila, Reni Febrianto Alqodri Firdaus, Nabilah Zakiyah Salmaa Frendy Rumambi Gradiyanto Radityo Kusumo Hafid, Ahmad Hairani Hairani Hakkun Elmunsyah Hanif Rifai Adha Hanifah Muslimah Az-Zahra, Hanifah Muslimah Haq, Salsabila Thifal Nabil Hariyanto Hariyanto Hayashi, Yusuke Hirasama, Tsukasa Hirashima, Tsukasa I Made Wirawan I Nyoman Gede Arya Astawa Ilham Ari Elbaith Zaeni Intan Sulistyaningrum Sakkinah Jevri Tri Ardiansyah Kalifatullah, M. Ajie Khoirul Anwar KHOIRUL ANWAR Kusumo, Gradiyanto Radityo Laily, F.ti Ayyu Sayyidul Lalu Ganda Rady Putra Langlang Gumilar Lismi Animatul Chisbiyah Luqman Affandi Lutfi Budi Ilmawan, Lutfi Budi M. Ajie Kalifatullah Marsono Marsono Marsono Marsono Maskur Maskur Maskur Maskur Mayadi Mayadi Mega Oktaviana Moh. Nur Zamzami Moh. Zainul Falah Moh. Zulfiqar Naufal Maulana Muhammad Arief Nugroho Muhammad Aris Ichwanto muhammad hafiizh, muhammad Muhammad Jauharul Fuady Muhammad Mushawwir Muhammad Zaki Wiryawan Muhammad Zidni Ridlo Mukhamad Angga Gumilang Muladi Nadiah Alma Ratnaduhita Nadindra Dwi Ariyanta Nafalski, Andrew Nanscy Evi Wardani Natalina Wahyu Siswijayanti Nena Erviana Nunung Nurjanah Nur Hidayat, Wahyu Nuryakin, Mokhamad Perkasa, Gigih Prasetya, Luhur Adi Prasetyo, Muchamad Wahyu Prihandicha, Adiftya Bayu Putro, Maulana Nur Antoro Ratnaduhita, Nadiah Alma Reni Fatrisna Salsabila Reo Wicaksono Ridlo, Muhammad Zidni Rismayanti, Nurul Rofiudin, Amir Rumambi, Frendy Rocky Ryan Kurniawan Samodra, Joko Setiadi Cahyono Putro Setiawan, Ahmad Yusuf Setyani, Ida Agus Shafelbilyunazra, Alvalen Sigit Perdana Siti Sendari Sofiya Anggraini Sri Sumanti, Endang Sucipto Sucipto Sucipto Sucipto Sucipto Sucipto Sulistyo, Danang Arbian Sumanti, Endang Sri Syaad Patmanthara Syaichul Fitrian Akbar Syamsul Arifin Triyanna Widiyaningtyas Triyanna Widyaningtyas Triyanna Widyaningtyas, Triyanna Tsukasa Hirashima Tsukasa Hirashima Tsukasa Hirashima Tuwoso Usman Nurhasan Usman Nurhasan Utama, Agung Bella Putra Utomo Pujianto Wahfi, Muhammad Fikri Wahyu Sakti Gunawan Irianto Wahyu Styo Pratama Wahyu Tri Handoko Wahyudi, Erlik Prasetyo Wardani, Adi Wahyu Welly Antonius Wibawa, Aji P Wibisono Sukmo Wardhono, Wibisono Sukmo Widiyanti Widiyanti, Widiyanti Yana Andayani Yusril Imamuddin Zaeni, Ilham Ari Elbaith Zainul Falah, Moh.