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All Journal Jurnal Gamma EKSAKTA: Journal of Sciences and Data Analysis JURNAL SAINS PERTANIAN EQUATOR Jurnal Ekonomi : Journal of Economic Paradigma Geoplanning : Journal of Geomatics and Planning Pro Bisnis Jurnal Dinamika Pengabdian (JDP) JOIV : International Journal on Informatics Visualization Knowledge Engineering and Data Science BAREKENG: Jurnal Ilmu Matematika dan Terapan JTAM (Jurnal Teori dan Aplikasi Matematika) Jurnal Teknologi Sistem Informasi dan Aplikasi JSiI (Jurnal Sistem Informasi) JSAI (Journal Scientific and Applied Informatics) Jurnal Teknologi Informatika dan Komputer Jurnal Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika Enthusiastic : International Journal of Applied Statistics and Data Science Proceedings Series on Physical & Formal Sciences Healthy Tadulako Journal (Jurnal Kesehatan Tadulako) Blend Sains Jurnal Teknik Jurnal Informatika dan Teknologi Pendidikan Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) KOLONI Innovative: Journal Of Social Science Research Ahsana: Jurnal Penelitian dan Pengabdian kepada Masyarakat STATISTIKA Buletin Ilmiah Ilmu Komputer dan Multimedia (BIIKMA) Medic Nutricia : Jurnal Ilmu Kesehatan Jurnal Ilmu Komunikasi dan Sosial Politik Jurnal Kajian Islam dan Sosial Keagamaan Journal of Intelligent Systems and Information Technology Indonesian Journal of Islamic Law (IJIL) IERA, Islamic Education and Research Academy Jurnal Sains dan Teknologi Kesehatan Emerging Statistics and Data Science Journal Jurnal Hukum dan Ekonomi Syariah
Achmad Fauzan, Achmad
brawijaya university
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Journal : Geoplanning : Journal of Geomatics and Planning

 1 
Spatial Classification of Sentinel-2 Satellite Images with Machine Learning Approach Nursidah, Dea Ratu; Fauzan, Achmad; Setya Adhiwibawa, Marcelinus Alfafisurya
Geoplanning: Journal of Geomatics and Planning Vol 12, No 2 (2025): Article In Progress
Publisher : Department of Urban and Regional Planning, Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/geoplanning.12.2.%p

Abstract

This study aims to classify buildings and non-buildings from Sentinel-2 Satellite Images using a Machine Learning approach. The limitations of the machine learning method for classification used in this study are the Support Vector Machine (SVM), Logistic Regression (LR), and Decision Tree (DT) methods. The three methods' results are compared to find the best method in the classification process. Furthermore, the proportion between buildings and non-buildings around Universitas Islam Indonesia was calculated from the best method’s results. The results are in the form of a classification with four indicators, namely the level of accuracy, sensitivity, specificity, and Area Under the Curve (AUC). We found that the best performing method in this study is the SVM method based on the average accuracy results, the smallest average variance difference in the variance of training and testing data, and three other indicators from the number of iterations accomplished. In the density proportion, we concluded that the closer the distance to UII campus, the greater the percentage of buildings. As for non-buildings, the farther from the center point, the higher the rate of non-buildings
Co-Authors Abid Yanuar Badharudin Adhar Arifuddin Adhi Pribadi Agung Dwi Ramadhan, Agung Ahmad, A. Sri Sartika Sufiina Amalina, Nur Dina Anang Kurnia Andreas Wahyu Gunawan Annisa Dwi Risqi Ariyadi, Fandy Akhmad Ashari Ashari Ayu Wulandari Bariklana, Muhammad Buana, Arya Galih Cahyani, Laras Niken Dwi Christopher Yudha Erlangga Dafrian, Rafli Danang Bagus Wibowo Dany Hilmanto Daryono Daryono, Daryono Denta, Anggeria Dewi, Sawitri Diana, Diana Apriyanti Dwitra Gusti Alriscki Efi Miftah Faridli, Efi Miftah Elsa Pudji Setiawati Evicenna Naftuchah Riani, Evicenna Naftuchah Faza Izzatul Muttaqin Fazira, Nabila Dwi Febrianti, Nur Qadri Feri Wibowo Fitri Amalia Fitri Yanti Ghefira Nurhaliza, Celine Hafidz, Syauqi Jauzza Hakim, Raden Bagus Fajriya Humairah, Nanda Lailatul Lahan Adi Purwanto Marisi Aritonang Marisma, Murni Maulana, Ashabul Akbar Maziyah Mazza Basya Mohamad Irkham Mamungkas Munandar Munandar Nabilah, Muna Faizatun Najlah Nugraha, Agasta Pratama Nur Faizin Nur Kusmiyati Nursidah, Dea Ratu Oktaviani, Nabila Pradana, Wahyu Aji Pratama, Arizqi Ihsan Pratiwi, Erlina Lutfiayu Primandari, Arum Handini Purwanto, Kalis Purwanto, Muhammad Idris Putri, Sabrina Marta Rahmawati, Octavia Ramadhan, Muhammad Rizal Ramadhan, Rizki Fauzian Ridho Muktiadi Rinaldi Sjahril, Rinaldi Roza Azizah Primatika, Roza Azizah Sadat, Fauzan Safira, Nuzulia Nur Saini, Mukhamat Santoso, Alfian Setya Adhiwibawa, Marcelinus Alfafisurya Shenny Oktoriana Siregar, Ayu Lestari Siregar, Rania Febriyola Sirojudin, Didin  Supriyono Supriyono Suri, Mulhamatus Latifatus Suria, Muh. Yunus Sutisna, Irwan Syahdony, Farrel Nolan Syifa Fauziyah Tito Pinandita Wahyudin, M. Abyan Widyastuti, Galuh Widyawati, Dwi Kartika Wilis Dwi Pangesti Wiranti, Ridha Yanasari, Herlinda Yuliana Watiningrum, Rahayu Yuliana, Alfa Zahidah, RA Ghina Zakariyah Zakariyah