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AHMAD JUNAEDI
Departemen Agronomi Dan Hortikultura, Fakultas Pertanian, Institut Pertanian Bogor (IPB University), Jl. Meranti, Kampus IPB Darmaga, Bogor 16680, Indonesia
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Journal : Jurnal Geografi, Edukasi dan Lingkungan

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Analisis Produktivitas Padi Menggunakan UAV Multispektral Dan Support Vector Regression Dengan Optimasi Grid Search Di Balumbang Jaya, Bogor Barat Lestari, Nur Annisa Indah; Erwin Hermawan; Sahid Agustian Hudjimartsu; Arif K Wijayanto; Ahmad Junaedi; Miftahul B.R. Khamid
Jurnal Geografi, Edukasi dan Lingkungan (JGEL) Vol. 9 No. 2 (2025): Edisi Bulan Juli
Publisher : Pendidikan Geografi Universitas Muhammadiyah Prof. Dr. Hamka

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22236/jgel.v9i2.17257

Abstract

Rice productivity is an important indicator of national food security, so an accurate analytical approach is needed to monitor and predict harvest yields spatially. This research aims to develop a rice productivity prediction model using remote sensing technology with Unmanned Aerial Vehicle (UAV) and Support Vector Regression (SVR) method. The study was conducted in Balumbang Jaya Village, West Bogor Regency, with a limited sample size of 30 rie field plots. Five vegetation indices were analyzed, including: Normalized Difference Vegetation Index (NDVI), Green Normalized Difference Vegetation Index (GNDVI), Normalized Difference Red Edge (NDRE), Optimized Soil-Adjusted Vegetation Index (OSAVI), and Leaf Chlorophyll Index (LCI). The research methodology integrated remote sensing techniques, multispectral image processing, and machine learning. The optimal SVR parameters were obtained through grid search with sigma=1 and cost=1. The Synthetic Minority Over-sampling Technique (SMOTE) was applied in initial data clasification stage to balance the productivity class distribution, although this study focused on regression. The results show that the SVR model with Radial Basis Function (RBF) kernel can explain 87.6% of rice productivity variability with a Root Mean Squared Error (RMSE) of 0.29 ton/ha. The findings confirm the effectiveness of a multidisciplinary approach in developing accurate and innovative rice productivity prediction models. This model has the potential to be used as a decision-making tool in agricultural land management that is more efficient and responsive to environmental variability
Co-Authors . Fackrurrozi A.A. Ketut Agung Cahyawan W Abdullah, Buang Achirul Rahman Ade Wachjar Adrian, Fahrul Ahmad Rifqi Fauzi Ahmad Rojidin, Ahmad Amrullah Amrullah Andes Prayuda Yunanda Andes Prayuda Yunanda Andhika Silva Yunianto Andryan, Ricky Angelita P. Lestari Angelita Puji Lestari Angelita Puji Lestari Antonio C Situmorang Arif K Wijayanto Arif Kurnia Wijayanto Arinal H.I. Nurrahma Arinal Haq Izzawati Nurrahma Asep Hidayat Atika Puspitarini Atika Romalasari Avry Pribadi Azizah, Renata Lintang Bambang Sapta Purwoko Baran Wirawan Buang Abdullah Buang Abdullah Buang Abdullah Cahyana, Destika Cahyani, Gesa Nur Chiharu Hongo, Chiharu Choirul Huda Choirul Huda Christian Herdinata Christina Whidya Utami Danial, Muhammad Danial Deden Derajat Matra Desta Wirnas Didi Darmadi Didi Darmadi, Didi Didy Sopandie Dodi Frianto, Dodi Dwi Guntoro Dwi Rachmina Edi Santosa Eka Maulidiya, Sherly Eko Sutrisno, Eko Erwin Hermawan Fadillah, Arvin Muhammad Faisal Faisal Faqih Udin Fernando Sormin Fitrianingrum Kurniawati, Fitrianingrum Fitriansyah, Muhammad Ramdhani Ghulamhdi, Munif GUSMAINI GUSMAINI, GUSMAINI HAJRIAL ASWIDINNOOR Harahap, Adiansyah Harahap, Yuanda Pangi Hariyadi Herdhata Agusta Herman Wafom Tubur Heru Setiawan Heru Setiawan Hery Kurniawan Hifzil Kirmi Hiroshi Ehara Hiroshi Ehara Homma, Koki Husna Husnul Khotimah Ida Widiyawati Idiatsyah, Rully Amelia Ika Ari Safitri Ikhsan Ikhsan Irdika Mansur Irdika Mansur Iskandar Lubis Istiqomah Samal Iswari Saraswati Dewi Izzawati Nurrahma, Arinal Haq Jayawarsa, A.A. Ketut Jun-Ichi Sakagami Khairani Khairani Khoirudin Khoirudin, Khoirudin Kurniawan, Dede Yudo KWANG HO KIM Lestari, Angelita Puji Lestari, Nur Annisa Indah LILIK BUDIPRASETYO Luh Putu Ratna Sundari M A Chozin M, Musdar M. Dewi Manikta Puspitasari Mahendra Wibawa Maisura Maisura Maman Mulya Karnama Maria Paulina Maulidiya, Sherly Eka Maya Melati Michael Daru Enggar Wiratmoko Miftahul B.R. Khamid Miftakhul Bakhrir Rozaq Khamid Miftakhul Maulidina Miska, Moch. Ega Elman Mohamad Rahmad Suhartanto Muhamad Ahmad Chozin Muhammad Prama Yufdy, Muhammad Prama Muhammad Syukur Mulyawan, Zidane Munif Ghulamahdi Musdar Nina Mindawati Nufvitarini, Winda Nurafifah, Aulia Nurjannah Rambe Nurmiati Nurmiati Nurul Khumaida Nurul Khumaida Ospa Pea Yuanita Meishanti Oteng Haridjaja Pratama, Raka Widi Purwono Purwono Purwono, Purwono Putri, Andi Mega Januarti Putri, Lystiana Dewi Rafiqa RAHAYU WIDYASTUTI Rahman, Mumammad Arif Ramadhani, Ahmad Renica Nurhermawati Ridwan, Ridwan Rosdianwinata, Eka Safitri, Ika Ari Sahid Agustian Hudjimartsu Sarah Najma Salimah Shaleha Istiqamah Samal Shandra Amarillis Siti Wahyuningsih Situmorang, Antonio C Slamet Susanto Sofyan Zaman Sopandie, Didie Sormin, Fernando Sudradjat Sudradjat Sugianta Sugianta Sugianta, Sugianta Sugiyanta , Sugiyanta . Sukarman Sukarman Sukmawati, Riska Sunardi Supijatno Suroso Suroso Suryo Wiyono Suswanta Suwarno, Punjung Medaraji Syakir, Andi Muhammad Tambunan, Elsass Riela Thiyana, Thyana Titi Candra Sunarti Titin Budi Wahyuti Trikoesoemaningtyas Ummu Kalsum Ummu Kalsum Wibowo, Wisnu Hari Winda Nufvitarini Wisnu Hari Wibowo Yamamoto, dan Yoshinori Yanto Rochmayanto Yati Astuti Yuanda Pangi Harahap Yudi Setiawan Yuti Giamerti, Yuti Zahra, Sabrina Aulia