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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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MULTITEMPORAL ANALYSIS OF MANGROVE LAND COVER CHANGES IN CILACAP COASTAL AREA USING RANDOM FOREST ALGORITHM (2019–2024) Abdul Halim Siregar; Dodik Ridho Nurrochmat; Yudi Setiawan
International Journal of Social Science, Educational, Economics, Agriculture Research and Technology (IJSET) Vol. 5 No. 4 (2026): MARCH
Publisher : RADJA PUBLIKA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.19485071

Abstract

The mangrove area of ​​6,286.80 hectares, managed by KPH Banyumas Barat on the coast of Cilacap Regency, faces various anthropogenic pressures, including land conversion to fishponds, residential expansion, and port or fishing infrastructure. However, comprehensive studies on the temporal dynamics of mangrove land cover change in this area remain very limited, even though this information is essential for formulating effective conservation and management strategies. This study aims to examine the multitemporal dynamics of mangrove land cover change (2019–2024) in KPH Banyumas Barat, Cilacap Regency, using a machine learning approach that combines Sentinel-2 imagery, multispectral vegetation indices, and Random Forest classification on the Google Earth Engine platform. The results show a decline in mangrove cover of 533.6 ha over the 2019–2024 period. Two phases of change were identified: during 2019–2022, mangrove area showed an increasing trend of 46.4 ha, while during 2022–2024, mangrove area decreased by 580.1 ha due to both natural and anthropogenic processes, which may weaken the ecological functions of the area, reduce coastal protection against abrasion, and threaten the livelihoods of coastal fishing communities whose income depends directly on the productivity of the mangrove ecosystem.
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