Assessing Machine Learning-Based Prediction under Different Agricultural Practices for Digital Mapping of Soil Organic Carbon and Available Phosphorus F Kaya, A Keshavarzi, R Francaviglia, G Kaplan, L Başayiğit, M Dedeoğlu Agriculture 12 (7), 1062, 2022 | 40 | 2022 |
Digital mapping of soil texture classes for efficient land management in the Piedmont plain of Iran A Keshavarzi, MÁS del Árbol, F Kaya, Y Gyasi‐Agyei, J Rodrigo‐Comino Soil Use and Management 38 (4), 1705-1735, 2022 | 28 | 2022 |
Assessment of the vegetation indices on Sentinel-2A images for predicting the soil productivity potential in Bursa, Turkey M Dedeoğlu, L Başayiğit, M Yüksel, F Kaya Environmental Monitoring and Assessment 192, 1-16, 2020 | 27 | 2020 |
Digital mapping for soil texture class prediction in northwestern Türkiye by different machine learning algorithms F Kaya, L Başayiğit, A Keshavarzi, R Francaviglia Geoderma Regional, 2022 | 21 | 2022 |
Spatial Prediction and Digital Mapping of Soil Texture Classes in a Floodplain Using Multinomial Logistic Regression F Kaya, L Başayiğit Intelligent and Fuzzy Techniques for Emerging Conditions and Digital …, 2021 | 16 | 2021 |
Predictive Mapping of Electrical Conductivity and Assessment of Soil Salinity in a Western Türkiye Alluvial Plain F Kaya, C Schillaci, A Keshavarzi, L Başayiğit Land 11 (12), 2148, 2022 | 15 | 2022 |
Machine learning for cation exchange capacity prediction in different land uses G Mishra, MM Sulieman, F Kaya, R Francaviglia, A Keshavarzi, ... CATENA 216, 106404, 2022 | 15 | 2022 |
Application of GIS-based machine learning algorithms for prediction of irrigational groundwater quality indices MAA Mohammed, F Kaya, A Mohamed, S Alarifi, A Abdelrady, ... Frontiers in Earth Science 11, 1274142, 2023 | 9 | 2023 |
Spatial prediction of soil micronutrients using machine learning algorithms integrated with multiple digital covariates A Keshavarzi, F Kaya, L Başayiğit, Y Gyasi-Agyei, J Rodrigo-Comino, ... Nutrient Cycling in Agroecosystems 127 (1), 137-153, 2023 | 8 | 2023 |
Combining Digital Covariates and Machine Learning Models to Predict the Spatial Variation of Soil Cation Exchange Capacity F Kaya, G Mishra, R Francaviglia, A Keshavarzi Land 12 (4), 819, 2023 | 7 | 2023 |
Using Machine Learning Algorithms for Mapping Soil Macronutrient Elements Variability with Digital Environmental Data in an Alluvial Plain F Kaya, L Başayiğit Artificial Intelligence and Smart Agriculture Applications 1, 2022 | 7 | 2022 |
Towards site-specific management of soil organic carbon: Comparing support vector machine and ordinary kriging approaches based on pedo-geomorphometric factors SA De Caires, A Keshavarzi, EL Bottega, F Kaya Computers and Electronics in Agriculture 216, 108545, 2024 | 5 | 2024 |
Application of Machine Learning Algorithms for Digital Mapping of Soil Salinity Levels and Assessing Their Spatial Transferability in Arid Regions MM Sulieman, F Kaya, MA Elsheikh, L Başayiğit, R Francaviglia Land 12 (9), 1680, 2023 | 4 | 2023 |
The Effect of Spatial Resolution of Environmental Variables on the Performance of Machine Learning Models in Digital Mapping of Soil Phosphorus F Kaya, L Başayiğit 2022 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing …, 2022 | 3 | 2022 |
Land cover classification in an arid landscape of Iran using Landsat 8 OLI science products: Performance assessment of machine learning algorithms A Keshavarzi, F Kaya, G Kaplan, L Başayiğit 4th Intercontinental Geoinformation Days (IGD) 1 (978-605-73805-7-9), 175-179, 2022 | 3 | 2022 |
Nitrogen-Use Efficiency in Maize (Zea mays L.) on Fluvisol Soils in Afgoi District, Southern Somalia AA Mohamed, HN Ismaan, F Kaya, L Başayiğit, SA Siad Asian Journal of Research in Crop Science 7 (4), 55-64, 2022 | 2 | 2022 |
Digital Mapping of Soil Organic Matter Using Open Source Accessible Products of ESA® in Arable Plain F Kaya, L Başayiğit ESA-ECMWF WORKSHOP Machine Learning for Earth System Observation and Prediction, 2021 | 2 | 2021 |
Digital Mapping of Soil Particle Size Distribution in an Alluvial Plain Using the Random Forest Algorithm F Kaya, L Başayiğit EGU General Assembly Conference Abstracts, EGU21-7828, 2021 | 2 | 2021 |
Spatial variability of some heavy metals in arid harrats soils: Combining machine learning algorithms and synthetic indexes based-multitemporal Landsat 8/9 to establish … MM Sulieman, F Kaya, A Keshavarzi, AM Hussein, AS Al-Farraj, ... CATENA 234, 107579, 2024 | 1 | 2024 |
State of art approaches, insights, and challenges for digital mapping of electrical conductivity as a dynamic soil property F Kaya, C Ferhatoglu, YŞ Turgut, L Başayiğit 7th International Scientific Meeting as Soil Science Symposium on “Soil …, 2022 | 1 | 2022 |