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All Journal AUSTENIT JIKO (Jurnal Informatika dan Komputer) Al-Madrasah: Jurnal Ilmiah Pendidikan Madrasah Ibtidaiyah Jambura Journal of Informatics Jurnal Ilmiah Manajemen Publik dan Kebijakan Sosial Journal of Sustainable Tourism and Entrepreneurship Jurnal Teknik Informatika (JUTIF) Jurnal Indonesia : Manajemen Informatika dan Komunikasi Jurnal Valuasi : Jurnal Ilmiah Ilmu Manajemen dan Kewirausahaan JURNAL LENTERA AKUNTANSI Manajemen dan Kewirausahaan Bussman Journal : Indonesian Journal of Business and Management Toba: Journal of Tourism, Hospitality, and Destination Jurnal Ilmiah Teknik Informatika dan Komunikasi Eduvest - Journal of Universal Studies Jurnal Abdimas Sosek (Jurnal Pengabdian dan Pembardayaan Masyarakat) Jurnal Indonesia : Manajemen Informatika dan Komunikasi Blockchain Frontier Technology (BFRONT) International Transactions on Artificial Intelligence (ITALIC) Ekspresi: Publikasi Kegiatan Pengabdian Indonesia Data : Journal of Information Systems and Management
Harlis Setiyowati
Universitas Pradita
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Neuroscience Social Sciences Other

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Journal : Jurnal Ilmiah Teknik Informatika dan Komunikasi

 1 
Analisis Klasterisasi Kualitas Udara Menggunakan Algoritma Fuzzy C-Means Berdasarkan Parameter NO2 dan SO2 di Provinsi Aceh Muhammad Alfathan Harriz; Harlis Setiyowati; Edi Junaedi
Jurnal Ilmiah Teknik Informatika dan Komunikasi Vol. 5 No. 2 (2025): Juli: Jurnal Ilmiah Teknik Informatika dan Komunikasi
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/juitik.v5i2.1083

Abstract

The degradation of air quality in Indonesia, particularly in Aceh Province, requires advanced analytical approaches to capture the complexities of air pollution patterns. This study aims to apply the Fuzzy C-Means (FCM) algorithm to cluster regions based on NO2 and SO2 concentrations and to determine the optimal cluster configuration. Air quality index data from 2023–2024, totaling 365 entries, were analyzed using FCM with a fuzzifier parameter of m = 2.0. Performance evaluation was conducted using the Fuzzy Partition Coefficient, Silhouette Score, and Davies-Bouldin Index. The analysis produced two optimal clusters with an FPC of 1.00. Cluster 1 (228 entries) showed an average NO2 concentration of 4.68 μg/m³ and SO2 of 7.10 μg/m³. Cluster 2 (137 entries) exhibited NO2 at 8.74 μg/m³ and SO2 at 6.18 μg/m³. Cross-validation demonstrated consistency in distribution between the training data [0.63; 0.37] and testing data [0.6; 0.4]. FCM proved effective in identifying spatial patterns of air quality with high accuracy, providing a scientific basis for the development of targeted air pollution control policies in Aceh Province.
Co-Authors Akbariani, Nurhaliza Vania Amroni Aprillia Eka Lestari Astuti, Eka Dian Azuddin, Muna Basuki, Sucipto Carlos Perez Chandra, Ray Cicilia S Bangun Dazk, Erick Dewa Gede Satriawan Edi Junaedi Enden Suryati Firdaus Firdaus Gazali Rahman Handri Santoso Handri Santoso Harimurti Wulandjani Indah Sulistyoningsih Konita Lutfiyah Kurniadjaya, Morgan Lie, Shania Luh Putu Puji Trisnawati Mayatopani, Hendra Muhamad Yusup Muhammad Alfathan Harriz Nurhaliza Vania Akbariani Nurhaliza Vania Akbariani Nurhaliza Vania Akbariani Nurhaliza Vania Akbariani Nurjannah Nurjannah Ratna Setiawati Rina Rina Rizki Kurniawan Santoso, Handri Sembiring, Rinawati Setiawati, Ratna Shania Lie Soni Hartanto Surjo Widodo Suwita, Jaka Thalib, Supriadi Trisnawati, Luh Putu Puji V. Lilik Hariyanto Wibowo, Shesilia Widasapta Sutapa