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Slamet Supriyadi
Universitas Trunojoyo Madura
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Journal : Jurnal Ilmu Pertanian Indonesia

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Land Use Analysis Using Machine-Learning Based on Cloud Computing Platform Prasetyo, Syukur Toha; Rahman, Fahmi Arief; Suryawati, Sinar; Supriyadi, Slamet; Setiawan, Eko
Jurnal Ilmu Pertanian Indonesia Vol. 30 No. 4 (2025): Jurnal Ilmu Pertanian Indonesia
Publisher : Institut Pertanian Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18343/jipi.30.4.765

Abstract

Land use analysis can provide a foundation for successful and efficient regional planning and environmental monitoring. The application of machine-learning on a cloud computing platform (Google Earth Engine, GEE) in land use analysis enables efficient and rapid processing of spatial data on a wide scale. It overcomes the constraints inherent in conventional approaches. The purpose of this study was to identify land use and estimate its level of accuracy using GEE and a Random Forest machine-learning method. The data utilized were the administrative boundaries of Bangkalan Regency (1:25,000) and Landsat 8 SR L2 C2 T1 satellite images from 2022. Satellite image analysis using the Random Forest algorithm on the GEE platform with the JavaScript API, including masking, cloud masking, class and sampling, training, and testing sample data. Land use study using the Random Forest algorithm yielded the following results in order of area: vegetation 65,040.39 ha (49.98%), agricultural land 31,817.16 ha (24.45%), settlements 20,578.05 ha (15.81%), open land 6,683.94 ha (5.14%), and water bodies 6,021.09 ha (4.63%). The accuracy test in GEE revealed an overall accuracy (OA) of 91.39% and a kappa score of 88.39%, or 0.88. At the same time, validation in the field gave an OA of 88.68% and a Kappa of 85.53%. The findings of this study can be applied to land use evaluation and fundamental decision-making. Keywords: land use, random forest, geographic information system, remote sensing
Co-Authors - Mahsun Aan Burhanudin Abdul Gofur Achmad Amzeri Adiputra, Agung Agung Kristiawan Agus Imam Santoso Agus Mukhtar Agustina, Dwi Ulya Ainur Rafiq Amrullah Alfiani, Widya ali fauzi Aminuyati Anugrah, Nina Julia Anugrah, Nina Julia Arif Rakhman Suharso Ario Hendartono Bahtiar, Hafid Bakti Wisnu Widjajani Beti Dwi Purwati Burhanudin , Muhammad Arif Carsoni Catur Wasonowati Choirul Umam Choirul Umam Damayanti, Pramudhita Alfina Diah Kristina, Diah Dwi Kurnila Sari Edi Kurniadi Eko Murniyanto Eko Murniyanto EKO SETIAWAN Endang Widiyastuti Erick Yuhardi Erika, Siti Ernawati Saptaningrum Esterica Yunianti, Esterica Estu Saputro Fahmi Arief Rahman Fakhrudin, Anas FARANDI, ROY Fathoni, Mu`alim Ibu Gita Pawana Ibnu Toto Husodo, Ibnu Toto Imadudin Harjanto Irna Farikhah Ismail, Abd Rasid Joko Nurkamto Karmala, Estiana Tri Kurnia Widiastuti Kurniawati, Estetika Mutiaranisa Lailatin Nisfiyah Margana Margana Margono Margono Masrukhatin Na’imah Muhamad, Wan Mansor Wan Muhammad Amin Sadzli Muhammad Amiruddin Mulyanto Mulyanto Mulyawan, Ronny NISFIYAH, LAILATIN Nur Aksin, Nur Nur Arifah Drajati Nurlaila Mubarokah Pambudi, Nizar Anggriawan Prasetyo, Syukur Toha RAHMAT GUNAWAN RR. Ella Evrita Hestiandari Safitri, Ida Dwi Sembiring, Rinawati Sidqi Zaed Z.M Sidqi Zaed Z.M. Sigit Ristanto Sinar Suryawati Sinar Suryawati Siti Khairun Nisak Solly Aryza Sudiro Sudiro Suhartono, Suhartono Suheli Suheli, Suheli Sularti, Sularti Sumardi . Suparno Suparno Sutopo Sutopo Suyitno Suyitno Velma Nindita, Velma Wachid Yahya Wahyudiono, Teguh Wibawa, Bayu Arie Yuhardi, Erick Yulianto, Nanang Zunita, Vina Tasya