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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
作者:  Zeraatpisheh, Mojtaba;  Bottega, Eduardo Leonel;  Bakhshandeh, Esmaeil;  Owliaie, Hamid Reza;  Taghizadeh-Mehrjardi, Ruhollah;  Kerry, Ruth;  Scholten, Thomas;  Xu, Ming
收藏  |  浏览/下载：16/0  |  提交时间：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
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  
Comparative Analysis of TMPA and IMERG Precipitation Datasets in the Arid Environment of El-Qaa Plain, Sinai 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Morsy, Mona;  Scholten, Thomas;  Michaelides, Silas;  Borg, Erik;  Sherief, Youssef;  Dietrich, Peter
收藏  |  浏览/下载：3/0  |  提交时间：2021/07/30
precipitation  TRMM  GPM  stressed aquifers  arid areas  Sinai  
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  
Optimization of Rain Gauge Networks for Arid Regions Based on Remote Sensing Data 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 21
作者:  Morsy, Mona;  Taghizadeh-Mehrjardi, Ruhollah;  Michaelides, Silas;  Scholten, Thomas;  Dietrich, Peter;  Schmidt, Karsten
收藏  |  浏览/下载：16/0  |  提交时间：2022/02/12
rain gauge  arid region  GPM  IMERG  Empirical Cumulative Distribution Function  Sinai  
Determining the contribution of environmental factors in controlling dust pollution during cold and warm months of western Iran using different data mining algorithms and game theory 期刊论文
发表期刊: ECOLOGICAL INDICATORS. 出版年: 2021, 卷号: 132
作者:  Ebrahimi-Khusfi, Zohre;  Taghizadeh-Mehrjardi, Ruhollah;  Roustaei, Fatemeh;  Ebrahimi-Khusfi, Mohsen;  Mosavi, Amir Hosein;  Heung, Brandon;  Soleimani-Sardo, Mojtaba;  Scholten, Thomas
收藏  |  浏览/下载：20/0  |  提交时间：2021/11/29
Air quality  Deep neural network  Dust events  Middle East  Remote sensing  Shapley values  
Land Suitability Assessment and Agricultural Production Sustainability Using Machine Learning Models 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2020, 卷号: 10, 期号: 4
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Nabiollahi, Kamal;  Rasoli, Leila;  Kerry, Ruth;  Scholten, Thomas
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/01
random forests  support vector machine  parametric method  rain-fed wheat  barley  
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