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All Journal Jurnal Pendidikan Indonesia JOIV : International Journal on Informatics Visualization Jurnal Bindo Sastra Journal of Economic, Bussines and Accounting (COSTING) Literasi : Jurnal Bahasa dan Sastra Indonesia serta Pembelajarannya Jurnal Teknologi Terpadu GERAM (GERAKAN AKTIF MENULIS) Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat REKASATWA : Jurnal Ilmiah Peternakan Indonesian Community Service and Empowerment Journal (IComSE) Jurnal Informatika Terpadu TRILOGI: Jurnal Ilmu Teknologi, Kesehatan, dan Humaniora Jurnal Diksatrasia : Jurnal Ilmiah Pendidikan Bahasa dan Sastra Indonesia Indonesian Journal Computer Science (ijcs) The Indonesian Journal of Computer Science DBESTI: Journal of Digital Business and Technology Innovation
Sirojul Munir
Institut Pemerintahan Dalam Negeri (IPDN) Praya Lombok Tengah
Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Nursing Public Health Social Sciences Other

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Journal : JOIV : International Journal on Informatics Visualization

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Machine Learning Model to Predict Manganese Micronutrient Content in Oil Palm Plantation Soil Using Sentinel 1A and Sentinel 2A Image Integration Suhendi, -; Boro Seminar, Kudang; Sudradjat, -; Liyantono, -; Munir, Sirojul; Az Zahra, Fatimah
JOIV : International Journal on Informatics Visualization Vol 9, No 5 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.5.3306

Abstract

This study aims to predict manganese micronutrients in oil palm plantation soil using machine learning. Materials and technological tools use remote sensing with the integration of Sentinel 1A and Sentinel 2A satellites for monitoring micronutrients in peat soil in oil palm plantations. Integrating Sentinel 1A with Sentinel 2A will complement the shortcomings of Sentinel 2A, which is not free from cloud cover. Sentinel 1A has the advantage of being free from cloud cover. Meanwhile, Sentinel 2A has a high spectral resolution with 12 to 13 bands, which Sentinel 1A does not have, and only has dual polarization (VV-VH) and local incident angle (LIA). This study uses a machine learning method to obtain a model with a random forest regression algorithm and 103 soil samples in Central Kalimantan and Riau locations. The results of the model performance evaluation using integration showed MAPE and correctness of 25% and 75%, respectively. Suppose using Sentinel 1A, MAPE, and accuracy are 59.63% and 40.23%. Using Sentinel 2A, the MAPE and accuracy obtained are 48.40% and 51.59%. These results suggest that the integration of Sentinel 1A and Sentinel 2A plays a significant role, given their good predictive power. The implications of this study are the status of nutrient distribution maps, which can help determine the status of manganese micronutrients in soil in oil palm plantations for fertilizer application plans according to the needs of each oil palm plant.
Co-Authors - Sudradjat, - Adawiyah, Robiyatul adriansyah, ahmad rio Afifah, Raihana Cindy Agustini, Rina Al Fajri, Fikri Pratama Ali, Muhammad Fadlullah Annisa, Fitriani Asqia, Misna Asuudi, Alvin Qudrata Atsani K.H, Syahla Aufah, Anifatul Az Zahra, Fatimah Azhar, Muhamad Faqih Fadil, Fikri Nurul Fadlullah Ali, Muhammad Fauziah, Fatia Fauziah, Syifa Tazkiy Fauzieah, Melly Luthfi Fawwaz, Sya'diyah Nur Gartner, Alvino Gunawan, Heryanto Hariandini, Erisna Haromain, Imam Herdiana Herdiana, Herdiana Hidayatullah, Asep Ibnu Rusydi Imaduddin, Zaki Indra Permana Solihin Juandi, Juju Khoirunnisa', Ria Kudang Boro Seminar Liyantono, - Lukman Rosyidi Mahmudin, Dede Maududi, Izzuddin Al Qossam Maulidina, Sherly Miftachurrohman, Miftachurrohman Mohamad Bayu Wibisono Muchtar, Ahmad Zaini Muhamad Tarmizi Mulyadi, U. Andi Nabarian, Tifanny Ningtias, Fany Noviadi, Andri Noviandi, Andri Noviandi Novianto, Mohammad Akmaluddin Nurmaulida, Dela Nurvelly Rosanti, Nurvelly Pramulya, Diwan Pratama, Restu Aditya Pujawati, Raden Dewi Putra, Muhammad Rizky Arinugraha Putri, Ardyah Ramadhina Irsani Rahmah, Amalia Retnani Latifah, Retnani Rifki, Raden Rinjani, Annisa Rizkyawati, Risya Rochlik, Genisa Gading Rohayati, Nia Sefianingsih, Dewi Septiani, Kuati Setiawan, Regita Puji Pramesti Shodiq, Ahmad Siti Andini Sri Mulyani Suhendi, - SUNARTI, NETI Surya, Tubagus Muhammad Billal Zakky Tiara Aninditha Triwahyono, Bambang WAHYU FIRMANSYAH Wahyudi, Riyan WARDANI, ARI KUSUMAH Wiyono, Bambang Harie Yakin, Ainul Yunanda, Resta Yuniarti, Anisa