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All Journal Jurnal Simetris Jurnal Sosioteknologi Jurnas Nasional Teknologi dan Sistem Informasi INFORMAL: Informatics Journal Journal of Animation & Games Studies JOIV : International Journal on Informatics Visualization International Journal of Artificial Intelligence Research INTEGER: Journal of Information Technology Jurnal Komputer Terapan Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Indonesian Journal of Artificial Intelligence and Data Mining Jurnal ULTIMATICS SISFO KOMPUTIKA - Jurnal Sistem Komputer Buana Information Technology and Computer Sciences (BIT and CS) INTEGRITAS : Jurnal Pengabdian Media Informatika Indonesian Journal of Electrical Engineering and Computer Science Journal of Innovation Information Technology and Application (JINITA) Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Jurnal Nasional Teknik Elektro dan Teknologi Informasi Ilmu Komputer untuk Masyarakat Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) Journal of Applied Agricultural Science and Technology Jurnal Pengabdian Masyarakat Bidang Sosial dan Humaniora Proceeding International Applied Business and Engineering Conference JITER-PM (Jurnal Inovasi Terapan - Pengabdian Masyarakat) PAPUMA: Journal of Comunnity Services JGGAG (Journal of Games, Game Art, and Gamification) Jurnal Pengabdian Masyarakat IPTEKS Jurnal Elektronika dan Telekomunikasi
Furqon, Muhammad Ariful
Departemen Informatika, Universitas Jember
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Journal : media informatika

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Systematic Literature Review : Machine Learning and Deep Learning Aproaches for Crop Yield Prediction Using Remote Sensing Data Muhammad Fikri Haikal; Muhammad Ariful Furqon
Media Informatika Vol 25 No 2 (2026)
Publisher : P3M STMIK LIKMI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37595/mediainfo.v25i2.496

Abstract

Accurate crop yield prediction is essential for improving agricultural productivity and food security. This study presents a Systematic Literature Review (SLR) on machine learning and deep learning approaches for crop yield prediction using remote sensing data. Following PRISMA guidelines, 20 high-quality studies published between 2015 and 2025 were analyzed. The results highlight the growing dominance of deep and hybrid models, particularly when multi-source remote sensing data and phenological information are integrated.
Co-Authors Afandy Maulana Pangestu Ahmad Sonny Pranata Albert Dewanata Mahrahillah Alifian Sukma, Alifian Annisa Fitri Maghiroh Harvyanti Apol Pribadi Ar Ruhimat, Qurrota A'yuni Ari Cahaya Puspitaningrum Ati Kusmiati Balthasar Watunglawar Bayu Taruna Widjaja Putra Benny Ridwan Susanto4 Deana Nathania Damayanti Deny Hermansyah Dwi Wijonarko Eki Saputra Eki Saputra El Maidah, Nova Endah Septa Sintiya Fadil Abdillah Suyudi Fajariyanto, Gama Wisnu Fazrol Rozi, Fazrol Firmansyah, Diksy Media Gama Wisnu Fajarianto Gama Wisnu Fajarianto Gayatri Dwi Santika Gun Faisal Harry Soepandi Herman Cahyo Diartho Hidayat, Muhamad Arief Iqbal Al Mahdi Irawan, Hendry Sakti Kartika, Vera Katarina Leba Komaria, Vida Leba, Katarina Madani, Anis Mochamad Bagoes Alfarazi Mohammad Ovi Sanjaya Mohammad Zarkasi Muhamad Arief Hidayat Muhammad Fikri Haikal Muhammad Zuama Al Amin Najwa, Nina Fadilah Naura, Lintang Arsa Nico Wibiyanto Nina Najwa Nova El Maidah Nur Aini Rakhmawati Okfalisa Oktavia, Nelly Priza Pandunata Puspaningrum, Diah Putri, Ikfira Agustina Qurrota A'yuni Ar Ruhimat Qurrota A’yuni Ar Ruhimat Rakhmawati, Nur A retnani, windy eka yulia Rita Sari Rizky Alfanio Atmoko Rizqi Alvian, Muhammad Bagus Roslan Hasni S Slamin Saiful Bukhori Saudi Efendi Sayekti Harits Suryawan Setiawan, Juni Suyudi, Fadil Abdillah Vega Kartika Sari Vera Kartika Windi Eka Yulia Retnani Yanuandika Akbar Yanuar Nurdiansyah, Yanuar Yanuarti, Rizky Yosari Dwi Fadhillah Yudha Alif Auliya Yudha Alif Auliya Zarkasi, Mohamad Zarkasi, Mohammad