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Application of Machine Learning Algorithms for Digital Mapping of Soil Salinity Levels and Assessing Their Spatial Transferability in Arid Regions 期刊论文
发表期刊: LAND. 出版年: 2023, 卷号: 12, 期号: 9
作者:  Sulieman, Magboul M.;  Kaya, Fuat;  Elsheikh, Mohammed A.;  Basayigit, Levent;  Francaviglia, Rosa
收藏  |  浏览/下载：21/0  |  提交时间：2024/09/29
dryland  digital soil mapping  environmental similarity  Google Earth Engine  remote sensing  SAR  Sentinel 2 MSI  salinization  transfer learning  
Spatial prediction of soil micronutrients using machine learning algorithms integrated with multiple digital covariates 期刊论文
发表期刊: NUTRIENT CYCLING IN AGROECOSYSTEMS. 出版年: 2023, 卷号: 127, 期号: 1, 页码: 137-153
作者:  Keshavarzi, Ali;  Kaya, Fuat;  Basayigit, Levent;  Gyasi-Agyei, Yeboah;  Rodrigo-Comino, Jesus;  Caballero-Calvo, Andres
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
Arid regions  Digital soil mapping  Expert opinion  Feature selection  Remote sensing  
Assessing Machine Learning-Based Prediction under Different Agricultural Practices for Digital Mapping of Soil Organic Carbon and Available Phosphorus 期刊论文
发表期刊: AGRICULTURE-BASEL. 出版年: 2022, 卷号: 12, 期号: 7
作者:  Kaya, Fuat;  Keshavarzi, Ali;  Francaviglia, Rosa;  Kaplan, Gordana;  Basayigit, Levent;  Dedeoglu, Mert
收藏  |  浏览/下载：28/0  |  提交时间：2024/09/20
digital soil mapping  landsat 8 OLI  sentinel 2A MSI  soil organic carbon  phosphorus  environmental covariates  machine learning  hybrid techniques  land use  arid regions  
Predictive Mapping of Electrical Conductivity and Assessment of Soil Salinity in a Western Turkiye Alluvial Plain 期刊论文
发表期刊: LAND. 出版年: 2022, 卷号: 11, 期号: 12
作者:  Kaya, Fuat;  Schillaci, Calogero;  Keshavarzi, Ali;  Basayigit, Levent
收藏  |  浏览/下载：18/0  |  提交时间：2024/09/20
soil salinization  digital soil mapping  CORINE  human-induced salinization  irrigation-associated salinity  agricultural regions  sentinel 2 MSI  environmental covariates  remote sensing  Mediterranean region