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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:37/0  |  提交时间:2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
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
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Zeraatpisheh, Mojtaba;  Dematte, Jose Alexandre Melo
收藏  |  浏览/下载:2/0  |  提交时间:2022/02/12
soil salinization  machine learning  remote and proximal sensing  Sentinel-2 MSI  SySI  soil health  
Incorporating environmental variables, remote and proximal sensing data for digital soil mapping of USDA soil great groups 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF REMOTE SENSING. 出版年: 2020, 卷号: 41, 期号: 19, 页码: 7624-7648
作者:  Asgari, Najmeh;  Ayoubi, Shamsollah;  Jafari, Azam;  Dematte, Jose A. M.
收藏  |  浏览/下载:7/0  |  提交时间:2021/01/07
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:16/0  |  提交时间:2019/11/29
Environmental covariates  Soil characteristics  Spatial prediction  Modeling accuracy  
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
作者:  Zeraatpisheh, Mojtaba;  Ayoubi, Shamsollah;  Sulieman, Magboul;  Rodrigo-Comino, Jesus
收藏  |  浏览/下载:3/0  |  提交时间:2019/11/29
soil properties  remote sensing data  topographical attributes  multivariate statistical analyses  geographic information systems  land management  
Relationships between soil depth and terrain attributes in a semi arid hilly region in western Iran 期刊论文
发表期刊: JOURNAL OF MOUNTAIN SCIENCE. 出版年: 2013, 卷号: 10, 期号: 1, 页码: 163-172
作者:  Mehnatkesh, Abdolmohammad;  Ayoubi, Shamsollah;  Jalalian, Ahmad;  Sahrawat, Kanwar L.
Adobe PDF(1533Kb)  |  收藏  |  浏览/下载:8/2  |  提交时间:2019/11/29
Soil depth prediction  Topographic attributes  Digital elevation model  Soil-landscape model