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Improving the spatial prediction of soil organic carbon using environmental covariates selection: A comparison of a group of environmental covariates 期刊论文
发表期刊: CATENA. 出版年: 2022, 卷号: 208
作者:  Zeraatpisheh, Mojtaba;  Garosi, Younes;  Owliaie, Hamid Reza;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Scholten, Thomas;  Xu, Ming
收藏  |  浏览/下载：16/0  |  提交时间：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
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：0/0  |  提交时间：2024/09/19
digital soil mapping  landsat 8 OLI  sentinel 2A MSI  soil organic carbon  phosphorus  environmental covariates  machine learning  hybrid techniques  land use  arid regions  
Spatial prediction of soil properties through hybridized random forest model and combination of reflectance spectroscopy and environmental covariates 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2022, 卷号: 37, 期号: 27, 页码: 18172-18195
作者:  Shahabi, Aram;  Nabiollahi, Kamal;  Davari, Masoud;  Zeraatpisheh, Mojtaba;  Heung, Brandon;  Scholten, Thomas;  Taghizadeh-Mehrjardi, Ruhollah
收藏  |  浏览/下载：0/0  |  提交时间：2024/09/19
Sentinel  hyperspectral  machine learning  environmental covariates  clay content  electric conductivity  calcium carbonate semi-arid region  Iran  Kurdistan  
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：0/0  |  提交时间：2024/09/19
soil salinization  digital soil mapping  CORINE  human-induced salinization  irrigation-associated salinity  agricultural regions  sentinel 2 MSI  environmental covariates  remote sensing  Mediterranean region  
Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Dematte, Jose A. M.;  Zeraatpisheh, Mojtaba;  Amorim, Merilyn Taynara Accorsi;  Mello, Fellipe Alcantara de Oliveira
收藏  |  浏览/下载：39/0  |  提交时间：2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
Multi-algorithm comparison for predicting soil salinity 期刊论文
发表期刊: GEODERMA. 出版年: 2020, 卷号: 365
作者:  Wang, Fei;  Shi, Zhou;  Biswas, Asim;  Yang, Shengtian;  Ding, Jianli
收藏  |  浏览/下载：27/0  |  提交时间：2020/05/22
Soil salinization  Predictive mapping  Environmental covariates  Algorithms  Random forest  
Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran 期刊论文
发表期刊: GEODERMA. 出版年: 2019, 卷号: 338, 页码: 445-452
作者:  Zeraatpisheh, Mojtaba;  Ayoubi, Shamsollah;  Jafari, Azam;  Tajik, Samaneh;  Finke, Peter
收藏  |  浏览/下载：18/0  |  提交时间：2019/11/29
Environmental covariates  Soil characteristics  Spatial prediction  Modeling accuracy