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Spatial variability of soil quality within management zones: Homogeneity and purity of delineated zones 期刊论文
发表期刊: CATENA. 出版年: 2022, 卷号: 209
Creator:  Zeraatpisheh, Mojtaba;  Bottega, Eduardo Leonel;  Bakhshandeh, Esmaeil;  Owliaie, Hamid Reza;  Taghizadeh-Mehrjardi, Ruhollah;  Kerry, Ruth;  Scholten, Thomas;  Xu, Ming
Favorite  |  View/Download：14/0  |  Submit date：2022/02/12
Soil properties  Random forest  Machine learning  Arid and semiarid regions  Statistical analysis  Geostatistics  
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
Creator:  Zeraatpisheh, Mojtaba;  Garosi, Younes;  Owliaie, Hamid Reza;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Scholten, Thomas;  Xu, Ming
Favorite  |  View/Download：11/0  |  Submit date：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
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
Creator:  Naimi, Salman;  Ayoubi, Shamsollah;  Dematte, Jose A. M.;  Zeraatpisheh, Mojtaba;  Amorim, Merilyn Taynara Accorsi;  Mello, Fellipe Alcantara de Oliveira
Favorite  |  View/Download：25/0  |  Submit date：2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
High resolution middle eastern soil attributes mapping via open data and cloud computing 期刊论文
发表期刊: GEODERMA. 出版年: 2021, 卷号: 385
Creator:  Poppiel, Raul Roberto;  Melo Dematte, Jose Alexandre;  Rosin, Nicolas Augusto;  Campos, Lucas Rabelo;  Tayebi, Mahboobeh;  Bonfatti, Benito Roberto;  Ayoubi, Shamsollah;  Tajik, Samaneh;  Afshar, Farideh Abbaszadeh;  Jafari, Azam;  Hamzehpour, Nikou;  Taghizadeh-Mehrjardi, Ruhollah;  Ostovari, Yaser;  Asgari, Najmeh;  Naimi, Salman;  Nabiollahi, Kamal;  Fathizad, Hassan;  Zeraatpisheh, Mojtaba;  Javaheri, Fatemeh;  Doustaky, Maryam;  Naderi, Mehdi;  Dehghani, Somayeh;  Atash, Saeedeh;  Farshadirad, Akram;  Mirzaee, Salman;  Shahriari, Ali;  Ghorbani, Maryam;  Rahmati, Mehdi
Favorite  |  View/Download：12/0  |  Submit date：2021/03/08
Soil science  Pedometry  Random forest  Google earth engine  Uncertainty  
Long-term cultivation effects on soil properties variations in different landforms in an arid region of eastern Iran 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 206
Creator:  Maleki, Sedigheh;  Karimi, Alireza;  Zeraatpisheh, Mojtaba;  Poozeshi, Reza;  Feizi, Hassan
Favorite  |  View/Download：2/0  |  Submit date：2021/11/19
Arid regions  Continuous cultivation  Geomorphology  Soil classification  Soil degradation  Soil salinity  
Ground Observations and Environmental Covariates Integration for Mapping of Soil Salinity: A Machine Learning-Based Approach 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 23
Creator:  Naimi, Salman;  Ayoubi, Shamsollah;  Zeraatpisheh, Mojtaba;  Dematte, Jose Alexandre Melo
Favorite  |  View/Download：2/0  |  Submit date：2022/02/12
soil salinization  machine learning  remote and proximal sensing  Sentinel-2 MSI  SySI  soil health  
Conventional and digital soil mapping in Iran: Past, present, and future 期刊论文
发表期刊: CATENA. 出版年: 2020, 卷号: 188
Creator:  Zeraatpisheh, Mojtaba;  Jafari, Azam;  Bodaghabadi, Mohsen Bagheri;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Toomanian, Norair;  Kerry, Ruth;  Xu, Ming
Favorite  |  View/Download：7/0  |  Submit date：2020/05/22
Soil survey  Environmental variables  Soil properties and classes  Legacy soil map  Soil-landscape modeling  Machine learning  
Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2020, 卷号: 12, 期号: 7
Creator:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Amirian-Chakan, Alireza;  Rentschler, Tobias;  Zeraatpisheh, Mojtaba;  Sarmadian, Fereydoon;  Valavi, Roozbeh;  Davatgar, Naser;  Behrens, Thorsten;  Scholten, Thomas
Favorite  |  View/Download：5/0  |  Submit date：2021/01/07
digital soil mapping  machine learning models  stacking of models  spatial block cross-validation  deep learning  
Determining the spatial distribution of soil properties using the environmental covariates and multivariate statistical analysis: a case study in semi-arid regions of Iran 期刊论文
发表期刊: Journal of Arid Land. 出版年: 2019, 卷号: 11, 期号: 4, 页码: 551-566
Creator:  Zeraatpisheh Mojtaba;  Ayoubi Shamsollah;  Sulieman Magboul;  Rodrigo-Comino Jesus
Favorite  |  View/Download：2/0  |  Submit date：2021/01/08
soil properties  remote sensing data  topographical attributes  multivariate statistical analyses  geographic information systems  land management  
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
Creator:  Zeraatpisheh, Mojtaba;  Ayoubi, Shamsollah;  Jafari, Azam;  Tajik, Samaneh;  Finke, Peter
Favorite  |  View/Download：15/0  |  Submit date：2019/11/29
Environmental covariates  Soil characteristics  Spatial prediction  Modeling accuracy