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All Journal MANAJEMEN HUTAN TROPIKA Journal of Tropical Forest Management Jurnal Silvikultur Tropika (JST) Forum Pasca Sarjana Jurnal Ilmu Tanah dan Lingkungan (Journal of Soil Science and Environment) Indonesian Journal of Geography Bumi Lestari Saintek Perikanan : Indonesian Journal of Fisheries Science and Technology Jurnal Pembangunan Wilayah dan Kota Jurnal Ilmu Lingkungan Jurnal Agrista Journal of Tropical Soils Jurnal Kawistara : Jurnal Ilmiah Sosial dan Humaniora Jurnal Penelitian Hutan dan Konservasi Alam JURNAL ANALISIS KEBIJAKAN KEHUTANAN Jurnal Agro Ekonomi Jurnal Pengkajian dan Pengembangan Teknologi Pertanian Jurnal Penelitian Tanaman Industri Wacana, Jurnal Sosial dan Humaniora Jurnal Ilmu Ternak Veteriner Journal of Degraded and Mining Lands Management AGRIVITA, Journal of Agricultural Science Journal of Regional and City Planning Indonesian Journal of Geospatial Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Ecogreen Jurnal Zeolit Indonesia Jurnal Tataloka Jurnal Ilmu Produksi dan Teknologi Hasil Peternakan INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi JURNAL ILMIAH GEOMATIKA MAJALAH ILMIAH GLOBE Jurnal Matematika Sains dan Teknologi SAINS TANAH - Journal of Soil Science and Agroclimatology Caraka Tani: Journal of Sustainable Agriculture Bina Hukum Lingkungan Jurnal Penelitian Sosial dan Ekonomi Kehutanan Agrisocionomics: Jurnal Sosial Ekonomi Pertanian Jurnal Segara International Journal of Remote Sensing and Earth Sciences (IJReSES) Jurnal Sosial Ekonomi Pekerjaan Umum Agrotechnology Research Journal Jurnal Penelitian Tanaman Industri (Littri) Jurnal Agro Ekonomi Jurnal Tanah dan Iklim Science and Environmental Journals for Postgraduate Jurnal Risalah Kebijakan Pertanian dan Lingkungan Jurnal Agroekoteknologi Terapan International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) Bina Hukum Lingkungan Journal of Business, Social and Technology Eduvest - Journal of Universal Studies Jurnal Manusia dan Lingkungan Policy Brief Pertanian, Kelautan, dan Biosains Tropika AGRARIS: Journal of Agribusiness and Rural Development Research Amerta Jurnal Penelitian Transportasi Darat The International Journal of Remote Sensing and Earth Sciences (IJReSES) Biodiversitas Journal of Biological Diversity
Widiatmaka Widiatmaka
Department Of Soil And Land Resources, Faculty Of Agriculture, IPB University, IPB Darmaga Campus, Bogor, 16680, Indonesia
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Modeling of land use and cover changes (LUCC) in Deli Serdang Regency, North Sumatra Province Verawaty, Ivong; Widiatmaka; Firmansyah, Irman
Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) Vol 13 No 2 (2023): 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.13.2.237-251

Abstract

Penggunaan/tutupan lahan (LULC) merupakan faktor penting dalam pengelolaan lahan dan dapat mempengaruhi kebijakan di suatu wilayah. LULC memiliki potensi untuk berubah karena aspek fisik, ekonomi dan sosial. Penelitian ini bertujuan untuk menganalisis perubahan penggunaan/tutupan lahan (LULCC) di Kabupaten Deli Serdang periode 2010-2020 dan memprediksi LULC pada tahun 2030. Analisis dilakukan dengan menerapkan model spasial Cellular Automata-Markov Chain dengan faktor pendorong yang digunakan adalah jarak ke jalan raya, jarak ke sungai, kepadatan penduduk, jarak ke kecamatan, dan jarak ke Medan. Hasil penelitian menunjukkan bahwa Kappa untuk klasifikasi citra adalah 0,86 (kategori sangat baik). Jenis LULC yang dominan di Kabupaten Deli Serdang adalah lahan perkebunan >45%, disusul sawah, pertanian lahan kering, hutan dan pemukiman serta lahan terbangun. Validasi model LULCC diperoleh nilai kappa sebesar 0,89 dan bermakna dapat digunakan untuk memprediksi model perubahan lahan pada tahun 2030. Pada tahun 2030, LULC yang akan meningkat secara signifikan adalah permukiman/lahan terbangun, dan pertanian lahan kering, yaitu masing-masing sebesar 21027,24 ha dan 4581,72 ha. Sedangkan hutan, perkebunan, dan sawah mengalami penurunan yang cukup signifikan yaitu sekitar 9487,26 ha, 8084,88 ha dan 7797,87 ha.
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 - Bondansari A M Fuah A. M. Fuah, A. M. A.A. Ketut Agung Cahyawan W Aceng Hidayat Achmad Yamani Adil, Adityawarman Adrian Adrian Afifuddin Agus, Fahmuddin Akhmad Fauzi Akhmad Mediranto Alwan Rafiuddin Aminah, Mimin Anas Miftah Fauzi Andi Massoeang Abdillah Andrea Emma Pravitasari, Andrea Emma Anita Primasari Mongan Ardiansyah Muhamad Arief Hartono Arief Samad Arifin, Hadi S Artikanur, Salis Deris Asdar Iswati Asep Anwar Nugraha Asep Sapei Asnath Maria Fuah, Asnath Maria Astiana Sastiono Atang Sutandi Auliya, Izhar B. Pramudya Baba Barus Bambang Hendro Trisasongko Bambang Pramudya Bambang Pramudya Bambang Pramudya Noorachmat, Bambang Pramudya Bambang Setio Budianto Benar Darius Ginting Soeka, Benar Darius Ginting Benar Darius Ginting-Soeka Bintoro, Mochamad H Boedi Tjahjono Bondansari Bondansari Bondansari Budi Hadi Narendra BUDI HADI NARENDRA Budi Mulyanto Budi Susetyo Cece Sumantri Cecep Kusmana Chaida Chairunnisa Chandrasa E Sjamsudin Daniel Djokosetiyanto Darmawan Listya Cahya Desi Nadalia Dharma Agustinus Sirait Didik Suharjito Didit Okta Pribadi Dini Yunandar Djoharam, Veybi Dodi Slamet Riyadi Dudung Darusman Dwi Putro Tejo Baskoro Dyah R Panuju Dyah Retno Panuju Eka Intan Kumala Putri Eko Wahyudi Budhi Utomo ELLYA REVOLINA, ELLYA Ema Suhaema Endang Hilmi Endang Suhendang Ernan Rustiadi Erni Johan Fadhlullah Ramadhani Fahri Setiawan Fahrizal Kreshna Yudichandra Fatmawaty Fatmawaty, Fatmawaty Firmansyah , Irman Firyadi Firyadi Frangky J. Paat Fransiscus Xaferius Herwirawan Hadi Susilo Arifin Hans Moravia Hartono, Arif Hefni Effendi Hendri Purnama Hermanu Widjaja Heru Bagus Pulunggono Hidayat, Janthy T Hotland Sihotang I Made Geria I Made Geria, I Made I Wayan Rusastra I Wayan Rusastra I Wayan Rusastra I.F Poernomosidhi Poerwo Irmadi Nahib Irmadi Nahib Irman Firmansyah Irman Firmansyah Irman Firmansyah Irman Firmansyah Irman Hermadi Irmansyah, Firman Iskandar Lubis Iswandi Umar Jupi Piji Aksen Juwarin Pancawati K MURTILAKSONO Kadarwan Soewardi Kadarwan Soewardi Katili, Hidayat Arismunandar Kholil Kholil Khursatul Munibah Koeswara, Dieta Arbaranny Komarsa Gandasasmita Kristini, Wanda Kukuh Murtilaksono Kukuh Murtilaksono Kukuh Nirmala Kurniawan, Rachman Kurniawan, Rachman Lailan Syaufina Leonarda Sofiani Rame LILIK BUDIPRASETYO Lina Karlinasari Litasari, Ulfah Choerunnisa Nurul M Ardiansyah, M M Hendrisman, M M S Engel M Yanuar J. Purwanto M. Bagus Pangestu M. Yanuar J. Purwanto M. Yanuar J. Purwanto M. Yanuar J. Purwanto M. Yanuar J. Purwanto Machfud Machfud Machfud Machfud Machfud Maradhy, Ermawaty Marenda Ishak S Marianus Komanik Keratorop Marimin , Marimin Marimin Marwan Hendrisman Meika Syahbana Rusli Meyliana Mey Lisanti Miranti Anisa Tejaningrum Mochammad Farkan Moh Nurul Iman Muflih, Rizaldi Muhammad Amien H Muhammad Amir Solihin Muhammad Ardiansyah Muhammad Firmawan Muhammad Fuady Emzir Muji Esti Wahyudi Mukhammad Najib, Mukhammad Murod, Mamun Nandi Kusmaryandi Naoto Matsue Nata Suharta Nazam M. Nazriel, Rizal Syarief nFN Machfud Nia Rachmawati Nurhayati Nurhayati Nurlailita . Nurul Amaliyah Tanjung Nurul Khumaida Nurwadjedi Nurwadjedi Nurwadjedi Nurwadjedi, Nurwadjedi Omo Rusdiana Paulus B.K. Santoso Petrus Adam Pramudya, Bambang Prima Jiwa Osly Purwanto, Moh Yanuar Jarwadi Purwanto, Muhammad Yanuar J. Purwanto, Yanuar Jarwadi R. Sjarief Widjaja R.P. Santun Sitorus Rachman kurniawan Rachman, Noer F Rakhman Adhiatma Ramadhan, Risky Ramdhani Rame, Leonarda Sofiani Ridwan Adi Surya Rista Ardy Priatama Ronny Soputan Rudi P Tambunan Rudi P Tambunan, Rudi P Rusli Anwar S H Sutjahjo S H Sutjahjo S Kahono S Sabiham S Sabiham S. Sabiham S.D. Tarigan S.P. Mulia, S.P. Sahara Saida Saida Saida, Saida Saksono Raharjo Salatnaya, H. Salis Deris Artikanur Salis Deris Artikanur Sambas Basuni Santun R. P. Sitorus Santun R.P Sitorus Santun R.P. Sitorus Santun R.P. Sitorus Santun Risma Pandepotan Sitorus Sarwono Hardjowigeno Setiardi P. Mulya Setyardi Pratika Mulya, Setyardi Pratika Setyardi Pratikamulya Setyo Pertiwi Setyono Hari Adi Sigit Santosa Siti Nurisjah Soentpiet, Nurhalis Sondita, M. Fedi Alfiadi Sri Lestari Munajati, Sri Lestari Sudarsono Sudarsono Sudarsono Sudirman Yahya Sukisno Sukisno, Sukisno Sumardjo Supiandi Supiham Suprajaka Suprajaka Suratman, Suratman Suria Darma Tarigan Surjono H. Sutjahjo Surjono H. Sutjahjo Surjono Hadi Sutjahjo Suwardi Suwardi Suwarli . Suwarno Suwarno Syaifuddin, Zubair Syaiful Anwar Syamsul Arifin Syarif Budhiman Syarif, Rizal Syartinilia . Taofik Herdian Nugraha Taryono Taryono Teti Arabia Titi Candra Sunarti Tivianton, Tommy Andryan Ulfah Choerunnisa Nurul Litasari Untung Sudadi Varian Triantomo Verawaty, Ivong Veybi Djoharam Veybi Djoharam Wening Sri Wulandari Widia Siska Winny Dian Wibawa Wiwik Yuniarti Wiwin Ambarwulam Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Wiwin Ambarwulan Ambarwulan Wuri Cahyaningrum Wuri Cahyaningrum, Wuri Yudi Setiawan YUDI SETIAWAN Yudi Setiawan Yudi Setiawan4 Yunandar Yunandar Yuniar, P. S. Yusanto A Nugroho Yusanto A Nugroho, Yusanto A Yuwono, Probo Zaenal Abidin