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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：14/0  |  提交时间：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
Spatio-Temporal Analysis of Heavy Metals in Arid Soils at the Catchment Scale Using Digital Soil Assessment and a Random Forest Model 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 9
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Fathizad, Hassan;  Ali Hakimzadeh Ardakani, Mohammad;  Sodaiezadeh, Hamid;  Kerry, Ruth;  Heung, Brandon;  Scholten, Thomas
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
digital soil mapping  machine learning  soil absorbable heavy metals  random forest  
Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models 期刊论文
发表期刊: GEODERMA. 出版年: 2021, 卷号: 383
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Toomanian, Norair;  Heung, Brandon;  Behrens, Thorsten;  Mosavi, Amirhosein;  Band, Shahab S.;  Amirian-Chakan, Alireza;  Fathabadi, Aboalhasan;  Scholten, Thomas
收藏  |  浏览/下载：18/0  |  提交时间：2021/01/07
Digital soil mapping  Machine learning  Soil salinity  Support vector regression  Wavelet transformation  
Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon 期刊论文
发表期刊: CATENA. 出版年: 2021, 卷号: 202
作者:  Goydaragh, Maryam Ghebleh;  Taghizadeh-Mehrjardi, Ruhollah;  Jafarzadeh, Ali Asghar;  Triantafilis, John;  Lado, Marcos
收藏  |  浏览/下载：8/0  |  提交时间：2021/11/29
Aridisols  Digital soil mapping  Hybrid models  Machine-learning  Mid-IR spectral data  
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
作者:  Zeraatpisheh, Mojtaba;  Jafari, Azam;  Bodaghabadi, Mohsen Bagheri;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Toomanian, Norair;  Kerry, Ruth;  Xu, Ming
收藏  |  浏览/下载：9/0  |  提交时间：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
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Amirian-Chakan, Alireza;  Rentschler, Tobias;  Zeraatpisheh, Mojtaba;  Sarmadian, Fereydoon;  Valavi, Roozbeh;  Davatgar, Naser;  Behrens, Thorsten;  Scholten, Thomas
收藏  |  浏览/下载：7/0  |  提交时间：2021/01/07
digital soil mapping  machine learning models  stacking of models  spatial block cross-validation  deep learning  
Spatio-temporal dynamic of soil quality in the central Iranian desert modeled with machine learning and digital soil assessment techniques 期刊论文
发表期刊: ECOLOGICAL INDICATORS. 出版年: 2020, 卷号: 118
作者:  Fathizad, Hassan;  Ardakani, Mohammad Ali Hakimzadeh;  Heung, Brandon;  Sodaiezadeh, Hamid;  Rahmani, Asghar;  Fathabadi, Abolhasan;  Scholten, Thomas;  Taghizadeh-Mehrjardi, Ruhollah
收藏  |  浏览/下载：2/0  |  提交时间：2021/01/07
Land degradation  Digital soil mapping  Soil quality index  Random forest  Arid regions  
The Spatial Prediction of Soil Texture Fractions in Arid Regions of Iran 期刊论文
发表期刊: SOIL SYSTEMS. 出版年: 2019, 卷号: 3, 期号: 4
作者:  Mehrabi-Gohari, Elham;  Matinfar, Hamid Reza;  Jafari, Azam;  Taghizadeh-Mehrjardi, Ruhollah;  Triantafilis, John
收藏  |  浏览/下载：6/0  |  提交时间：2021/01/08
artificial neural network  regression tree  neuro-fuzzy  spectrometry data  
Assessing and monitoring the soil quality of forested and agricultural areas using soil-quality indices and digital soil-mapping in a semi-arid environment 期刊论文
发表期刊: ARCHIVES OF AGRONOMY AND SOIL SCIENCE. 出版年: 2018, 卷号: 64, 期号: 5, 页码: 696-707
作者:  Nabiollahi, Kamal;  Taghizadeh-Mehrjardi, Ruhollah;  Eskandari, Sheler
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/29
Land use change  random forest  minimum data set  scoring method  Kurdistan  
Prediction of soil surface salinity in arid region of central Iran using auxiliary variables and genetic programming 期刊论文
发表期刊: ARID LAND RESEARCH AND MANAGEMENT. 出版年: 2016, 卷号: 30, 期号: 1, 页码: 49-64
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Ayoubi, Shamsollah;  Namazi, Zeinab;  Malone, B. P.;  Zolfaghari, Ali A.;  Sadrabadi, F. Roustaei
Adobe PDF(1462Kb)  |  收藏  |  浏览/下载：18/4  |  提交时间：2019/11/29
Auxiliary data  digital soil mapping  Iran  EM38