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Integrating proximal soil sensing data and environmental variables to enhance the prediction accuracy for soil salinity and sodicity in a region of Xinjiang Province, China 期刊论文
发表期刊: JOURNAL OF ENVIRONMENTAL MANAGEMENT. 出版年: 2024, 卷号: 364
作者:  Zhao, Shuai;  Ayoubi, Shamsollah;  Mousavi, Seyed Roohollah;  Mireei, Seyed Ahmad;  Shahpouri, Faezeh;  Wu, Shi-xin;  Chen, Chun-bo;  Zhao, Zhen-yong;  Tian, Chang-yan
收藏  |  浏览/下载：24/0  |  提交时间：2024/10/04
Machine learning models  Salinity and sodicity maps  Digital soil mapping  Arid region  
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：30/0  |  提交时间：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
Assessment of Soil Redistribution Following Land Rehabilitation with an Apple Orchard in Hilly Regions of Central Iran 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2022, 卷号: 12, 期号: 2
作者:  Ayoubi, Shamsollah;  Mohammadi, Ameneh;  Abdi, Mohammad Reza;  Afshar, Farideh Abbaszadeh;  Wang, Lin;  Zeraatpisheh, Mojtaba
收藏  |  浏览/下载：15/0  |  提交时间：2024/09/20
soil rehabilitation  Cs-137 technique  magnetic susceptibility  random forest  soil quality index  
Predicting heavy metal contents by applying machine learning approaches and environmental covariates in west of Iran 期刊论文
发表期刊: JOURNAL OF GEOCHEMICAL EXPLORATION. 出版年: 2022, 卷号: 233
作者:  Azizi, Kamran;  Ayoubi, Shamsollah;  Nabiollahi, Kamal;  Garosi, Younes;  Gislum, Rene
收藏  |  浏览/下载：13/0  |  提交时间：2024/09/20
Digital soil mapping  Topographic attributes  Remote sensing  Soil properties  Pollution  
Quantification of some intrinsic soil properties using proximal sensing in arid lands: Application of Vis-NIR, MIR, and pXRF spectroscopy 期刊论文
发表期刊: GEODERMA REGIONAL. 出版年: 2022, 卷号: 28
作者:  Naimi, Salman;  Ayoubi, Shamsollah;  Di Loreto Di Raimo, Luis Augusto;  Melo Dematte, Jose Alexandre
收藏  |  浏览/下载：13/0  |  提交时间：2024/09/20
Vis-NIR-SWIR  Mid-IR and pXRF spectroscopy  Soil spectral behavior  PLSR, arid region  
Effects of different sources and spatial resolutions of environmental covariates on predicting soil organic carbon using machine learning in a semi-arid region of Iran 期刊论文
发表期刊: GEODERMA REGIONAL. 出版年: 2022, 卷号: 29
作者:  Garosi, Younes;  Ayoubi, Shamsollah;  Nussbaum, Madlene;  Sheklabadi, Mohsen
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
Covariate  Pixel size  Different data sources  Entisols  Inceptisols  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
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：58/0  |  提交时间：2021/11/29
Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
Roots under water stress induce K release from phlogopite, bio-transforming to vermiculite 期刊论文
发表期刊: RHIZOSPHERE. 出版年: 2021, 卷号: 17
作者:  Rezaeinejad, Rezvan;  Khademi, Hossein;  Ayoubi, Shamsollah;  Mosaddeghi, Mohammad Reza
收藏  |  浏览/下载：17/0  |  提交时间：2021/07/30
Soil minerals  Mica day  Water stress  Root-induced weathering  Rhizosphere  
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
作者:  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
收藏  |  浏览/下载：33/0  |  提交时间：2021/03/08
Soil science  Pedometry  Random forest  Google earth engine  Uncertainty  
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：16/0  |  提交时间：2022/02/12
soil salinization  machine learning  remote and proximal sensing  Sentinel-2 MSI  SySI  soil health