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All Journal JOIV : International Journal on Informatics Visualization Jurnal Agro Industri Perkebunan Jurnal Penelitian Kelapa Sawit Jurnal Ilmiah Ecosystem Elektrika Borneo Journal of Mathematics Education and Science Tafkir: Interdisciplinary Journal of Islamic Education Prosiding Seminar Nasional Program Pengabdian Masyarakat Ukazh : Journal of Arabic Studies Jurnal Ilmu Hukum, Humaniora dan Politik (JIHHP) E-Jurnal Manajemen Trisakti School of Management (TSM) Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Naradidik: Journal of Education & Pedagogy Madani: Multidisciplinary Scientific Journal Jurnal Online Baradha Wiratani : Jurnal Ilmiah Agribisnis LITTERATURA: Jurnal Bahasa dan Sastra Riwayat: Educational Journal of History and Humanities Jabdimas: Jurnal Pengabdian Masyarakat Jurnal Pengabdian Masyarakat Trimedika JOAPE Journal of Collaborative Industrial Management
Az Zahra, Fatimah
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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, - Adriani, Donna Al Anshary, Daffa Muhammad Al Hazmi Hidaya, Hilmi Al-Hazmi Wibowo, Moh. Milzam Andriyanto, Octo Dendy Arvasabell, Raissya Keikazita Az-Zahra, Athaya Ulima Azahra, Aurelia Fatima Azzahra, Sayyidati Basri, Syamsuriana Citra Salsabila, Alya Cucu Suherman Darleen, Grace Aurelia Darma, Kardila Daulay , Mardhina Valencia Erianjoni Erianjoni Fahimah, Siti Aulia Fikri, T. Muhammad Jibran Fredi Ganda Putra Handayani, Siti Dyah Harahap, Wati Capry Hasriani Hasriani, Hasriani Hendrwan, Nadiva Syabilla Sari Hidayatullah, Alfian Holijah, Siti Juairiah Juairiah, Juairiah Kudang Boro Seminar Lagosa, I Wayan Tio Lellya, Isny Lestari, Ikrimah Diyan Lestari, Soetji Liyantono, - Lubis, Adek Suryani Maharani, Astrid Winesti Maulana, Bagja Mira Ariyanti Mochamad Arief Soleh, Mochamad Arief Mochammad Imron Awalludin Moh Abdul Kholiq Hasan Mohandes, Raynard Haryono Mudzakir, Azis Musyarofah, Nadya Tari Nabih Kurniawan, Burhannurdin Nihayah, Ade Isma Maula Nirwana, Nirwana Nurul ‘Ilmi Azizah, Annafi Padang, Fani Renata Uli Rahmatillaili, Fauziyyah Imma Ramadhan, Najmi Hibatullah Ritongan, Fitriana Rona Apriliana , Alfina Rumallang, Ardi Salma, Nabila Maudy Santi Rosniawaty Santoso, Wawa Sari, Dini Purnama Sidik, Rifky Muhammad Simanjutak, Sanjaya Siregar, Saniyah Dwi Putri Sirojul Munir Siti Ulfa Nabila Sri Dwi Lestari Sugiri, Nabil Lokeswar Suhendi, - Syahbudin, Akhmad Triasti Khusfiani Ummu Azzahro, Fatihah Vega, Amelia Vientiany, Dini Wahyuni, Elsya Yudhisman Imran, Yudhisman Zulkarnain, Salwa Fildzah