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All Journal Coding: Jurnal Komputer dan Aplikasi Jurnal TIMES CESS (Journal of Computer Engineering, System and Science) JURNAL MEDIA INFORMATIKA BUDIDARMA Jusikom : Jurnal Sistem Komputer Musirawas JMM (Jurnal Masyarakat Mandiri) IRJE (Indonesian Research Journal in Education) ALGORITMA : JURNAL ILMU KOMPUTER DAN INFORMATIKA JURNAL PENDIDIKAN TAMBUSAI JURIKOM (Jurnal Riset Komputer) JOURNAL OF SCIENCE AND SOCIAL RESEARCH JUSIM (Jurnal Sistem Informasi Musirawas) Building of Informatics, Technology and Science Journal of English Education and Teaching (JEET) JISKa (Jurnal Informatika Sunan Kalijaga) JURNAL MAHAJANA INFORMASI Jurnal Teknologi Dan Sistem Informasi Bisnis JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Abdi Laksana : Jurnal Pengabdian Kepada Masyarakat International Journal of Advances in Data and Information Systems Journal Zetroem Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) RESOLUSI : REKAYASA TEKNIK INFORMATIKA DAN INFORMASI Bulletin of Computer Science Research Instal : Jurnal Komputer Bulletin of Information Technology (BIT) Jurnal Minfo Polgan (JMP) Jurnal Nasional Teknologi Komputer PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Sistem Pendukung Keputusan dengan Aplikasi Jurnal Sistim Informasi dan Teknologi Jurnal Kajian Islam Modern Jurnal Hasil Pengabdian Masyarakat (JURIBMAS) International Conference on Sciences Development and Technology Al-Manaj International Journal of Information System & Innovative Technology Innovative: Journal Of Social Science Research JURNAL PENDIDIKAN DAN KEGURUAN Jurnal Manajemen Sistem Informasi Communication and Information Journal Jurnal Pendidikan dan Ilmu Sosial Journal Of Informatics And Busisnes Jurnal Sistem Informasi dan Ilmu Komputer JRIIN :Jurnal Riset Informatika dan Inovasi Jurnal Penelitian Teknologi Informasi dan Sains Saber: Jurnal Teknik Informatika, Sains dan Ilmu Komunikasi Bigint Computing Journal Jurnal Testing dan Implementasi Sistem Informasi Router : Jurnal Teknik Informatika dan Terapan Repeater: Publikasi Teknik Informatika dan Jaringan Merkurius: Jurnal Riset Sistem Informasi dan Teknik Informatika Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi Mars: Jurnal Teknik Mesin, Industri, Elektro dan Ilmu Komputer Ignite: Journal Islamic Global Network for Information Technology and Entrepreneurship Jurnal Ilmiah Informatika dan Komputer International Journal of Information System and Innovative Technology Journal of Computer Science Artificial Intelligence and Communications Jurnal Ilmu Komputer dan Teknik Informatika Jurnal Pengabdian Masyarakat Berdampak Journal of Electrical Engineering Research Router : Jurnal Teknik Informatika dan Terapan Proceedings of The International Conference on Computer Science, Engineering, Social Sciences, and Multidisciplinary Studies Prosiding Seminar Nasional Ilmu Komputer, Sosial Sains, Teknik Dan Multi-disiplin Ilmu Jurnal Pendidikan Agama Islam Jurnal Sistem Informasi dan Ilmu Komputer International Journal of Applied Science and Technology Application Jurnal Komunikasi Jurnal Kendali Teknik dan Sains Journal of Information Technology and Systems Engineering International Journal of Language and Ubiquitous Learning
Supiyandi Supiyandi
Universitas Pembangunan Panca Budi
Religion Agriculture, Biological Sciences & Forestry Arts Humanities 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 Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

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Urban Vegetation Cover Prediction Using Sentinel-2 NDVI and Random Forest: A Brief Narrative Review Muhammad Hasanuddin; Abil Alwi Prayoga; Supiyandi Supiyandi
International Journal of Applied Science and Technology Application Vol. 1 No. 1 (2026): March 2026
Publisher : Raskha Media Group

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62712/ijapset.v1i1.3

Abstract

A predictive model of urban vegetation cover is developed by integrating remote sensing technology, cloud computing, and machine learning algorithms. The study used the Normalized Difference Vegetation Index (NDVI), calculated from Sentinel-2 satellite imagery and analyzed in Google Earth Engine (GEE), to monitor vegetation conditions at a wide spatial scale. The research approach uses quantitative methods, including spatial analysis based on satellite imagery and predictive modeling with the Random Forest algorithm. The research process includes acquiring Sentinel-2 Level-2A images, pre-processing them with cloud masking and atmospheric correction, calculating NDVI values, and developing vegetation prediction models using machine learning methods. The results showed that the Random Forest model predicted vegetation cover with high accuracy, as indicated by a Coefficient of Determination (R²) of 0.85 and a Root Mean Square Error (RMSE) of 0.045. The resulting vegetation distribution map shows significant variations in vegetation density between natural vegetation areas, agricultural land, and built-up areas. The findings of this study show that integrating NDVI from Sentinel-2, Google Earth Engine, and the Random Forest algorithm is an effective approach for monitoring and predicting urban vegetation cover. The results of this study make a methodological contribution to the development of remote sensing-based geospatial analysis and provide a scientific basis for sustainable urban planning and green open space management in urban areas.
Analisis Sistem Aplkasi Pengolahan Citra Pada Pertanian Cerdas Untuk Pemantauan Tanaman Supiyandi Supiyandi; Mona Donaon; Muhammad Yusuf Azmi
SABER : Jurnal Teknik Informatika, Sains dan Ilmu Komunikasi Vol. 2 No. 3 (2024): Juli : Jurnal Teknik Informatika, Sains dan Ilmu Komunikasi
Publisher : STIKes Ibnu Sina Ajibarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59841/saber.v2i3.1443

Abstract

Smart farming has become a rapidly growing research area with the aim of increasing agricultural productivity and efficiency through advanced technologies. One of the key technologies in smart agriculture is image processing, which enables real-time monitoring and analysis of crop conditions. This article reviews image processing applications in smart agriculture, with a focus on the methods and techniques used for crop monitoring. Image processing methods discussed include pest and disease detection, measuring plant growth, as well as monitoring soil moisture and plant health. Image processing techniques such as convolution-based image analysis (Convolutional Neural Networks/CNNs), image segmentation, and pattern recognition are applied to obtain accurate and relevant information. Case studies and field experiments show that image processing can provide accurate and real-time data, enabling farmers to make more informed and efficient decisions. In conclusion, the application of image processing technology in smart agriculture has great potential to increase crop yields, reduce resource use, and advance sustainable agricultural practices.
Co-Authors ., Djamaludin AA Sudharmawan, AA Abdul Karim Abdul Khaliq Abdul Kholik Abil Alwi Prayoga Abil Alwi Prayoga Adinda Fita Hidayah Adisty Maysandra Afif Badawi Agus Priawan Ahmad Akbar Ahmad Akbar Aidil Halim Lubis Aidil Halim Lubis Aisyah, Adinda Putri Akhiryani, Atna Aldi Wicaksono Aldri Frinaldi Alif Shahputra Hutasoit Almanna Hussein Amelia, Nanda Amin, Muhammad Aminuddin Indra Permana Andhika Fisryansah Ahlief Putra Andriana, Melly Andriani Sitorus Andry Wiranda Hakiki Andysah Putera Utama Siahaan Anggi Jelita Sitepu Anggi Jelita Sitepu Anggy Permata Sari Anita Yulistia Aprilia, Anggita Arie Rafika Dewi Arief Wibowo Arizka Anggraini Armasari, Selly Asep Abdul Sofyan Asih, Munjiat Setiani Asro Hayati Berutu Atika Rizki, Cindy Atna Akhiryani Aulia, Fatwa Awaluddin Nasution Ayu Nafis Azhard, Alfani Azzahra, Shafa Marwah bagus dwi nugraha Barany Fachri Basyir, Muhammad Khalidin Benni Ichsanda Rahman Hz Berutu, Asro Hayati Berutu, Nurhalijah Bhagaskara Cahyadi Binti Mailok, Ramlah Buyung Solihin Hasugian Cahyadi, Bhagaskara Chairul Rizal Chairul Rizal Chatarina Umbul Wahyuni Chrairul Rizal Cindy Atika Rizki Cindy Atika Rizki Cindy Atika Rizki Cindy Atika Rizki Cindya Putri Hidayat Siregar Dafa Ikhwanu Shafa Dafa Ikhwanu Shafa, Dafa Ikhwanu Shafa Dafrid Cahyadi Arifin Damanik, M. Zidan Damayanti, Fera Darbin Silaban Darmansyah, Dandi Darmawan Napitupulu Dedek Juliani Ritonga Dedek Juliani Ritonga Deni Apriadi Devita Prisilla Maharani Dian Kurnia Dian Sanjaya Dimas Teguh Izzulhaq Dina Anzani Dinah Makhroza Silalahi Divi Handoko Donny Dwi Putra Dwi Citra Tarcilia Br Berutu Dwi Prapita Sari Eka Pandu Cynthia Eka Pandu Cynthia Eka Putra Eka, Muhammad Eka, Muhammad Eko Hariyanto Enda Beatrix Middlen PA Ermaliza Ermaliza Evra Tiara Syahputri Fachri, Barany Fahmi Zahary Fahraini, Fakhita Fahrizal, Deni Fajar Ryanda Fakhita Fahraini Farhan Rizky Wahyudi Fatwa Aulia Fauzi Bima Ramadhan Fauzi Kurniawan Febrian, Alvin Fikri Aditiya Sitorus Firda Mei Amandaa Firtiani, Ade Irda Gehan Hasibuan Giovany Ginting Gita Aulia Grase Latifah Sibuea Gultom, Imeldawaty Hafizh Sallam Haikal Habibi Siregar Hakim Gilangkara Hamdi Harahap, Ardhansyah Putra Harun Al Rasyid Havni Virul Hendry Hendry Hendry Hermansyah Hermansyah Hermansyah Hidayah, Adinda Fita Hotmaidah Harahap Husni Mubarak Ibnu Faisal Icha Miranti Irzan Ilka Zufria Indriani Aulia Rahmadani Inneke Putri Irfan Azhar Gurning, Muhammad Irfan Sarif, Muhammad Irham Hidayat Shiddiq Irman Efendi Irwan Irwan Gunawan Irwan Irwan Ismahani , Siti J. Prayoga Jafar Sidik Jesica Siva Jiddan, Jayyid Jonhuneddi, Ridho Defvin Ananda Jundi Haqqoni Kardandi Alfarizi Siregar Khairi, Nouval Khairul Azis Khalidy, Furqan Kiki Widya Pratiwi Latifa Khoirani Latifa Khoirani Legiman Samosir Leni Marlina Lili Wilandari Lina Najwatur Rusydi Linda Wahyuni Lingga, Cindy Valentina Lisa Amelia Putri Luthfiah Azzahra Irhanda Luthfie Budie M Khori Pratama M Rasyidin Maftuhin Mahkamah Mailok, Ramlah Binti Malau, Sebastian Veron Manalu Lia Kristina Mardiah, Mardiah Martiman Suazisiwa Sarumaha Mesran, Mesran Mhd Farhan Aditiya Mhd Murini Ramadhani Mochammad Imron Awalludin Mohammad Sarip Mohammad Yusup Mohammad Yusup Mona Donaon Muhammad Abdul Mujib Muhammad Alfariz Rasyid Muhammad Alfariz Rasyid, Muhammad Alfariz Rasyid Muhammad Amin Muhammad Eka Muhammad Eka Muhammad Eka Muhammad Eka Muhammad Eka Muhammad Evan jinanda Muhammad Evan Jinanda Muhammad Fajrotu Syahri Dalimunthe Muhammad Farhan Muhammad Habib Muhammad Hasanuddin Muhammad Hasanuddin Muhammad Hasanuddin Muhammad Hasanuddin Muhammad Hasanuddin, Muhammad Muhammad Ikhsan Muhammad Iqbal Muhammad Iqbal Muhammad Iqbal Muhammad Irfan Sarif Muhammad Israr Fathoni Muhammad Noor Hasan Siregar Muhammad Rezeki Fasya Muhammad Siddik Hasibuan Muhammad Syaban Fadhil Muhammad Syahuda Hasibuan Muhammad Yusuf Azmi Muhammad Zen Muhammad Zen, Muhammad Munadi Munadi Nabawy, Putri Nabila Intan Zahrani Nabila Khairuniza Najla Lubis Nanda Amelia Nasution, Salsabila Nasution, Yusuf Ramadhan Nasution, Yusuf Ramadhan Natria Selina Nazwa Aliya Muthmainnah Hsb Nazwa Alya Faradita Noor Vika Hizviani Nova Mayasari Nuranisah Nuranisah Nurhalijah Berutu Nurjannah Hasibuan Nurlela Pangaribuan Nurul Fitriah Nurul Ramadhan Nuzul Ramadhan Okta Frida Paranindra Ardhana Biroe Aurori Pasaribu, Saddam Husen Romadon Pramudya, Farhan Amar Pratama, Haris Pratama, M. Khoiri Putra, Donny Dwi Putra, Randi Rian Putri Andini, Putri Putri Nabila Zahra Putri, Dinda Wijaya Qanitah Taqwa Rafif Rasendriya Rahim, Fitra Rahmadani Rahmadani Rahmat Abdillah Rahmi Hayati Raihan Syafawi Batubara Ramadhana Pasi Ramlah binti Mailok Ramlah Binti Mailok Ramlah binti Mailok Rasendriya, Rafif Rebecca Evelyn Laiya Riandy Putratama Nasution Ricky Ramadhan Harahap Ridho Defvin Ananda Jonhuneddi Rifky Fransdita Sebayang Rino Ariansyah Rino Ariansyah Risdawati Ginting Risma Hidayati Rismayanti Rismayanti Rismayanti Rismayanti Rizka Rizka Rizka Rizki Julyanda Rizky Vita Losi Rondi Sahputra Darmono Rosa Prahasti Rusmin Saragih, Rusmin Ruth Riah Ate Tarigan Safrizal Barus Saidi Ramadan Siregar Salsa Nabila Iskandar Salsabila Nasution Salsabila Yusra Samosir, Legiman Samsul Maarif Aceh Saprina Putri Utama Ritonga Saprina Putri Utama Ritonga Sari, Dwi Prapita Sarip, Mohammad Sepriana Nurliani Sidik, Jafar Silalahi, Dinah Makhroza Siregar, Ina Namora Putri Siregar, Kardandi Alfarizi Sitha, Nur Syifa'u Siti Dian Siti Dian Fachorza Ritonga Siti Dian Fachroza Ritonga Siti Khodijah Siti Khodijah Siti Khodijah Siti Sundari Siti Sundari Sri Hariyati Fitriasih Sri Putri Balqis Sri Ratna Dewi Sriani Sthepy Situmeang suci ramadhani Surbakti, Ferdiyansyah Suryanda, Daniel Suyitno Suyitno Suyitno Suyitno Syahada Mawarda Hutagalung Syahada Mawarda Hutagalung, Syahada Mawarda Hutagalung Syahida, Silmi Syahrani Arrahma Syamsul Arifin Syawaliah Putri Rangkuti Tanjung, Agung Hafizh Tegar Ardiansyah Tita Hasanah Triguna, Aalhafis Aden Trisatin Panggabean Try Widyawanti Vera Meikana Sitorus Wahyu Eka Judistira Waldana, Fadhil Warda Hamidah Wasito, Muhammad William Lutfi Rahman Harjo Wizra Aulia Yaya Sudarya Triana Yessi Fitri Annisah Lubis Yuda Apriansyah Yusril Burhani Batubara Yusuf Ramadhan Nasutiion Yusuf Ramadhan Nasution Yusuf Ramadhan Nasution, Yusuf Ramadhan Yusup, Mohammad Zainal Arifin Zul fiqr Zulfahmi Syahputra Zulham Zulham