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Spectral prediction of soil salinity and alkalinity indicators using visible, near-, and mid-infrared spectroscopy 期刊论文
发表期刊: JOURNAL OF ENVIRONMENTAL MANAGEMENT. 出版年: 2023, 卷号: 345
作者:  Lotfollahi, Leila;  Delavar, Mohammad Amir;  Biswas, Asim;  Fatehi, Shahrokh;  Scholten, Thomas
收藏  |  浏览/下载：23/0  |  提交时间：2024/09/29
Bootstrapping aggregation PLSR  FT-IR  Memory-based learning  Reflectance spectra  Soil alkalinity  Soil salinity  
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：42/0  |  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：30/0  |  提交时间：2021/11/19
Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
Spatiotemporal Assessment of Soil Organic Carbon Change Using Machine-Learning in Arid Regions 期刊论文
发表期刊: AGRONOMY-BASEL. 出版年: 2022, 卷号: 12, 期号: 3
作者:  Fathizad, Hassan;  Taghizadeh-Mehrjardi, Ruhollah;  Ardakani, Mohammad Ali Hakimzadeh;  Zeraatpisheh, Mojtaba;  Heung, Brandon;  Scholten, Thomas
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
random forest  machine learning  spatial distribution  variable importance analysis  vegetation index  temporal change  
Semi-supervised learning for the spatial extrapolation of soil information 期刊论文
发表期刊: GEODERMA. 出版年: 2022, 卷号: 426
作者:  Taghizadeh-Mehrjardi, Ruhollah;  Sheikhpour, Razieh;  Zeraatpisheh, Mojtaba;  Amirian-Chakan, Alireza;  Toomanian, Norair;  Kerry, Ruth;  Scholten, Thomas
收藏  |  浏览/下载：11/0  |  提交时间：2024/09/20
Digital soil mapping  Support vector machines  Soil classes  Arid regions  
Monitoring and Integrating the Changes in Vegetated Areas with the Rate of Groundwater Use in Arid Regions 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 22
作者:  Morsy, Mona;  Michaelides, Silas;  Scholten, Thomas;  Dietrich, Peter
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
groundwater  Sentinel  Landsat  Arid Vegetation Index  El-Qaa plain  Sinai  Egypt  
Spatial prediction of soil properties through hybridized random forest model and combination of reflectance spectroscopy and environmental covariates 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2022, 卷号: 37, 期号: 27, 页码: 18172-18195
作者:  Shahabi, Aram;  Nabiollahi, Kamal;  Davari, Masoud;  Zeraatpisheh, Mojtaba;  Heung, Brandon;  Scholten, Thomas;  Taghizadeh-Mehrjardi, Ruhollah
收藏  |  浏览/下载：20/0  |  提交时间：2024/09/20
Sentinel  hyperspectral  machine learning  environmental covariates  clay content  electric conductivity  calcium carbonate semi-arid region  Iran  Kurdistan  
Biocrusts: Overlooked hotspots of managed soils in mesic environments 期刊论文
发表期刊: JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE. 出版年: 2022, 卷号: 185, 期号: 6, 页码: 745-751
作者:  Gall, Corinna;  Ohan, Juliette;  Glaser, Karin;  Karsten, Ulf;  Schloter, Michael;  Scholten, Thomas;  Schulz, Stefanie;  Seitz, Steffen;  Kurth, Julia Katharina
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
biological soil crust  climate change  erosion  hotspot  managed sites  mesic environments  soil degradation  
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：22/0  |  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：63/0  |  提交时间：2021/07/30
precipitation  TRMM  GPM  stressed aquifers  arid areas  Sinai