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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
Creator:  Zeraatpisheh, Mojtaba;  Garosi, Younes;  Owliaie, Hamid Reza;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Scholten, Thomas;  Xu, Ming
Favorite  |  View/Download:1/0  |  Submit date: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
Creator:  Taghizadeh-Mehrjardi, Ruhollah;  Fathizad, Hassan;  Ali Hakimzadeh Ardakani, Mohammad;  Sodaiezadeh, Hamid;  Kerry, Ruth;  Heung, Brandon;  Scholten, Thomas
Favorite  |  View/Download:0/0  |  Submit date: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
Creator:  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
Favorite  |  View/Download:2/0  |  Submit date: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
Creator:  Ebrahimi-Khusfi, Zohre;  Taghizadeh-Mehrjardi, Ruhollah;  Mirakbari, Maryam
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Machine learning  Remote sensing data  Climatic parameters  Dust emissions  Dry lands  Iran  
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
Creator:  Ebrahimi-Khusfi, Zohre;  Taghizadeh-Mehrjardi, Ruhollah;  Roustaei, Fatemeh;  Ebrahimi-Khusfi, Mohsen;  Mosavi, Amir Hosein;  Heung, Brandon;  Soleimani-Sardo, Mojtaba;  Scholten, Thomas
Favorite  |  View/Download:0/0  |  Submit date:2021/11/29
Air quality  Deep neural network  Dust events  Middle East  Remote sensing  Shapley values  
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
Creator:  Taghizadeh-Mehrjardi, Ruhollah;  Schmidt, Karsten;  Toomanian, Norair;  Heung, Brandon;  Behrens, Thorsten;  Mosavi, Amirhosein;  Band, Shahab S.;  Amirian-Chakan, Alireza;  Fathabadi, Aboalhasan;  Scholten, Thomas
Favorite  |  View/Download:4/0  |  Submit date: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
Creator:  Goydaragh, Maryam Ghebleh;  Taghizadeh-Mehrjardi, Ruhollah;  Jafarzadeh, Ali Asghar;  Triantafilis, John;  Lado, Marcos
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Aridisols  Digital soil mapping  Hybrid models  Machine-learning  Mid-IR spectral data  
Dust-related impacts of mining operations on rangeland vegetation and soil: a case study in Yazd province, Iran 期刊论文
发表期刊: ENVIRONMENTAL EARTH SCIENCES. 出版年: 2021, 卷号: 80, 期号: 14
Creator:  IbrahimPour, Shahab;  KhavaninZadeh, Ali Reza;  Taghizadeh-Mehrjardi, Ruhollah;  De Boeck, Hans J.;  Gul, Alvina
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Ecological indicators  Seed quality  Land degradation  Range lands  Mining operations  Soil microbial respiration  
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
Creator:  Taghizadeh-Mehrjardi, Ruhollah;  Nabiollahi, Kamal;  Rasoli, Leila;  Kerry, Ruth;  Scholten, Thomas
Favorite  |  View/Download:1/0  |  Submit date:2020/07/01
random forests  support vector machine  parametric method  rain-fed wheat  barley  
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
Creator:  Zeraatpisheh, Mojtaba;  Jafari, Azam;  Bodaghabadi, Mohsen Bagheri;  Ayoubi, Shamsollah;  Taghizadeh-Mehrjardi, Ruhollah;  Toomanian, Norair;  Kerry, Ruth;  Xu, Ming
Favorite  |  View/Download:2/0  |  Submit date:2020/05/22
Soil survey  Environmental variables  Soil properties and classes  Legacy soil map  Soil-landscape modeling  Machine learning