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All Journal Jurnal Planologi Sultan Agung JeLAST : Jurnal Teknik Kelautan , PWK , Sipil, dan Tambang Mintakat: Jurnal Arsitektur Geoplanning : Journal of Geomatics and Planning Jurnal Tata Kota dan Daerah Jurnal Wilayah dan Lingkungan Jurnal Tataloka Plano Madani : Jurnal Perencanaan Wilayah dan Kota Pondasi Journal of Applied Geospatial Information Jukung (Jurnal Teknik Lingkungan) JURNAL PENGABDI Al-Khidmah Specta Journal of Technology Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Indonesian Journal of Electrical Engineering and Computer Science Jurnal Ilmiah Arsitektur Jurnal Kajian Ruang Uniplan: Journal of Urban and Regional Planning Jurnal Reksabumi: Journal of Urban , Regional, and, Environmental Planning
Nurhidayati, Ely
Universitas Tanjungpura
Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Electrical & Electronics Engineering Energy Engineering Environmental Science Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Transportation Other

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Journal : Journal of Applied Geospatial Information

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Mapping Land Coverage in the Kapuas Watershed Using Machine Learning in Google Earth Engine Trida Ridho Fariz; Ely Nurhidayati
Journal of Applied Geospatial Information Vol 4 No 2 (2020): Journal of Applied Geospatial Information (JAGI)
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jagi.v4i2.2256

Abstract

Land cover information is essential data in the management of watersheds. The challenge in providing land cover information in the Kapuas watershed is the cloud cover and its significant area coverage, thus requiring a large image scene. The presence of a cloud-based spatial data processing platform that is Google Earth Engine (GEE) can be answered these challenges. Therefore this study aims to map land cover in the Kapuas watershed using machine learning-based classification on GEE. The process of mapping land cover in the Kapuas watershed requires about ten scenes of Landsat 8 satellite imagery. The selected year is 2019, with mapped land cover classes consisting of bodies of water, vegetation cover, open land, and built-up area. Machine learning that tested included CART, Random Forest, GMO Max Entropy, SVM Voting, and SVM Margin. The results of this study indicate that the best machine learning in mapping land cover in the Kapuas watershed is GMO Max Entropy, then CART. This research still has many limitations, especially mapped land cover classes. So that research needs to be developed with more detailed land cover classes, more diverse and multi-time input data.
Co-Authors Alkadrie, Syarifah Audiyah Aminullah, Gustijan Apriani, Veronica Windhi Aqshal, Muhammad Harits Arghifa Fitri Sulistya Farhandi Ari Jufriansyah Ayuningtyas, Riska A. Chairunnisa Chairunnisa Chairunnisa, Yuni Defiantari, Nyemas Aulia Della Meitri Astari Della Meitri Astari Devianti, Nur Elvita Safitri Enif Ega Wilaga Erni Yuniarti Erni Yuniarti Fadilla, Daffa Fajriati Lestari Fikar Khadafi, Muhammad Fikri Fahrurrozi Firdaus, Dian Gandini, Aulia Intan Gilang Anugrah Gionita, Putri Fara Gusti Zulkifli Mulki Gusti Zulkifli Mulki Hartanto, Sherene Mutiara Salsabila Herawati, Henny Hermawan Hermawan Hernovianty, Firsta Rekayasa Hidayat, Bagus Hidhayah Nur Damayanti Iin Arianti Iin Arianti Imam Buchori libriani, anggi victonia Maulidya, Rauufi Meli Ardiana Meta Indah Fitriani Michelle, Michelle Mira Sophia Lubis Mira Sophia Lubis Mochammad Meddy Danial Muhammad Faqih Dzulqarnain Muhammad Syahid Kahfi Hira Muhlis Mulyadi Mussadun Mussadun Mussadun Mussadun Nana Novita Pratiwi Nana Novita Pratiwi Natalia Ursula Natalia Ursula Nelly Roulitua Aritonang Novi Safriadi Nurfaiza, Nadya Panjaitan, Monika Stella Leonita Perkasa, Edgard Giland Pramestianti, Indriade Cahyani Pratama, Muhamad Abizard Mauludin Soerya Pratiwi, Nana Novita Pratiwi, Nana Novita Prihatiningsih, Angrila Putri, Gabriella Sintia Amesti Putri, Tasya Annisa Rendy Hidayat Rizqi Puteri Riyandini Salsabilla Cansa Maulika Sibyan, Hidayatus Sophia Lubis, Mira Syarif Ferdian Dwi Saris Syarif Ferdian Dwi Saris Syarif Muhamad Rizal Trida Ridho Fariz Trida Ridho Fariz Utama, Nugraha Pandia Vetti Puryanti Wahyudi, Ganjar Ilham Widyanti, Arinda Dinnia Wulandari, Agustiah Yudistiro Prayoga Yudistiro Prayoga