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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  
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：15/0  |  提交时间：2021/03/08
Soil science  Pedometry  Random forest  Google earth engine  Uncertainty  
Evaluation of machine learning models for predicting the temporal variations of dust storm index in arid regions of Iran 期刊论文
发表期刊: ATMOSPHERIC POLLUTION RESEARCH. 出版年: 2021, 卷号: 12, 期号: 1, 页码: 134-147
作者:  Ebrahimi-Khusfi, Zohre;  Taghizadeh-Mehrjardi, Ruhollah;  Mirakbari, Maryam
收藏  |  浏览/下载：3/0  |  提交时间：2021/07/30
Machine learning  Remote sensing data  Climatic parameters  Dust emissions  Dry lands  Iran  
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  
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：21/0  |  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  
Investigation of the spatial and temporal variation of soil salinity using random forests in the central desert of Iran 期刊论文
发表期刊: GEODERMA. 出版年: 2020, 卷号: 365
作者:  Fathizad, Hassan;  Ardakani, Mohammad Ali Hakimzadeh;  Sodaiezadeh, Hamid;  Kerry, Ruth;  Taghizadeh-Mehrjardi, Ruhollah
收藏  |  浏览/下载：6/0  |  提交时间：2020/05/22
Remote sensing  Land use  Groundwater  Modeling  Auxiliary data  Random forest model  
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