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All Journal HAYATI Journal of Biosciences MANAJEMEN HUTAN TROPIKA Journal of Tropical Forest Management Jurnal Silvikultur Tropika (JST) MEDIA KONSERVASI Indonesian Journal of Geography Jurnal Ilmu Lingkungan Jurnal Keteknikan Pertanian Geoplanning : Journal of Geomatics and Planning Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Jurnal Tataloka IJEMS (Indonesian Journal of Environmental Management and Sustainability) Jurnal Penelitian Sosial dan Ekonomi Kehutanan International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) Jurnal Sylva Lestari CELEBES Agricultural National Multidisciplinary Sciences
Yudi Setiawan
Department Of Forest Resources Conservation And Ecotourism, Faculty Of Forestry And Environment, IPB University, Bogor, 16680, West Java, Indonesia
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Energy Environmental Science Materials Science & Nanotechnology Public Health Social Sciences

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Evaluating Accuracy and Temporal Consistency of Machine Learning Models for Land Use/Land Cover Mapping in the Cimanuk Watershed Salis Deris Artikanur; Widiatmaka; Wiwin Ambarwulan; Irmadi Nahib; Darmawan Listya Cahya; Afifuddin; Yudi Setiawan
Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Vol 16 No 3 (2026): Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (JPSL)
Publisher : Pusat Penelitian Lingkungan Hidup, IPB (PPLH-IPB) dan Program Studi Pengelolaan Sumberdaya Alam dan Lingkungan, IPB (PS. PSL, SPs. IPB)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jpsl.16.3.284

Abstract

One of the critical watersheds in Indonesia is the Cimanuk watershed, which is recognized as a national priority watershed. Remote sensing plays a vital role in monitoring land use/land cover (LULC) in the Cimanuk watershed. Overall Accuracy (OA) and Kappa Accuracy (KA) are commonly used as primary measures of classification accuracy. In addition to these parameters, it is essential to examine the consistency and rationality of LULC classification over time. This study aimed to compare the accuracy and temporal consistency of three Machine Learning Models: Random Forest (RF), Support Vector Machine (SVM), and Classification and Regression Tree (CART) for LULC classification in the Cimanuk watershed using Sentinel-2 Multispectral Instrument (MSI) images for 2020 and 2025, processed in Google Earth Engine (GEE). The results indicate that RF has the highest accuracy, with 87.9% (OA) and 83.7% (KA) in 2025, and 83.6% (OA) and 77.9% (KA) in 2020. When examining inconsistent or irrational transitions between 2020 and 2025, CART accounted for 11.97% of these transitions, higher than RF and SVM. After applying temporal consistency correction to the 2020 LULC classification result, RF remains the best-performing classifier, achieving 90% (OA) and 86.5% (KA), followed by CART and SVM. These findings provide valuable insights into incorporating accuracy and temporal consistency assessments into time-series LULC analysis, serving as a reference for future LULC studies in watershed management and other geographic contexts.
Co-Authors A Hadi Syafrudin Abdul Halim Siregar Aditya Rizky Priatama Aditya Yumansyah Afifuddin AHMAD JUNAEDI Ajat Sudrajat Anggodo Anggodo Anggodo Arief Budi Kusuma Arif Kurnia Wijayanto Aswin Rahadian Aswin Rahadian Aswin Rahadian Aulia Ranti Azelia Dwi Rahmawati Azelia Dwi Rahmawati Cecep Kusmana Darmawan Listya Cahya Desi Suyamto Dewi Ariana Didi Darmadi Dodik Ridho Nurrochmat Eikichi Shima Ezra Fajar Dewantara Faradilla Anggit Prameswari Haris Sofyan Hendriyanto Hefni Effendi Hermawan, Rachmad Hidayat Pawitan Hidayat Pawitan Hultera Hultera Irdika Mansur Irlan Irmadi Nahib Kartodihardjo, Hariadi Khaery, Aqmal Kunihiko Yoshino Kunihiko Yoshino LILIK BUDIPRASETYO Lina Lathifah Nurazizah Liyantono M Yanuar J Purwanto Made Chandra Aruna Putra Marimin , Maulana Dwi Putra Riyadi May Parlindungan Moh Zulfajrin Muflihatul Maghfiroh Islami Muh. Taufik Muhammad Aqbal Fathonah Muhammad Buce Saleh Muhammad Masyhuri Nabila Fathimatuzzahra Neviaty P. Zamani NEVIATY PUTRI ZAMANI Patria Rachman Hakim Pramulya, Rahmat Prita Ayu Permatasari, Prita Ayu Priyanto Purwanto, Yanuar Jarwadi Putri Nur Angelina Rahmat Asy'Ari Rahmat Asy’Ari Rahmat Asy’Ari Ranti Wulandari Ratu Aprillya Wandani Sahid Agustian Hudjimartsu Salis Deris Artikanur Salis Deris Artikanur Setyono Hari Adi Syamsul Bahri Agus, Syamsul Bahri Syartinilia . Tania June Taryono Taryono Teddy Rusolono Tsamarah Nada Saninah Widia Siska Widiatmaka Widiatmaka Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Zaenal Abidin Zayyaan Nabiila Khairunnisa