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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
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Soil organic carbon  Spatial prediction  Environmental covariates  Time-series vegetation indices  Machine learning  Uncertainty  
Regional soil salinity spatiotemporal dynamics and improved temporal stability analysis in arid agricultural areas 期刊论文
发表期刊: JOURNAL OF SOILS AND SEDIMENTS. 出版年: 2021
Creator:  Sun, Guanfang;  Zhu, Yan;  Ye, Ming;  Yang, Yang;  Yang, Jinzhong;  Mao, Wei;  Wu, Jingwei
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Regional soil salinity variability  Arid agricultural area  Temporal stability analysis  Geostatistical analysis  Spatial mean of soil salinity  
Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
Creator:  Naimi, Salman;  Ayoubi, Shamsollah;  Dematte, Jose A. M.;  Zeraatpisheh, Mojtaba;  Amorim, Merilyn Taynara Accorsi;  Mello, Fellipe Alcantara de Oliveira
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Spatial prediction  environmental covariates  synthetic soil image (SySI)  Cubist  random forest  machine learning  
Integration of statistical models and ensemble machine learning algorithms (MLAs) for developing the novel hybrid groundwater potentiality models: a case study of semi-arid watershed in Saudi Arabia 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
Creator:  Mallick, Javed;  Talukdar, Swapan;  Alsubih, Majed;  Almesfer, Mohammed K.;  Shahfahad;  Hang, Hoang Thi;  Rahman, Atiqur
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Groundwater potential modelling  ensemble machine learning algorithm  statistical models  novel hybrid models  information gain ratio  
GIS-based geostatistical approaches study on spatial-temporal distribution of ozone and its sources in hot, arid climates 期刊论文
发表期刊: AIR QUALITY ATMOSPHERE AND HEALTH. 出版年: 2021
Creator:  Yassin, Mohamed F.;  Al-Jazzaf, Ameenah M.;  Shalash, Musaed
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Air pollutants  GIS  IDW  Kriging  Meteorological conditions  Ozone  
Prospective assessment of the water balance of the Northern Gafsa Aquifer, South-western Tunisia 期刊论文
发表期刊: ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY. 出版年: 2021
Creator:  Melki, Achraf;  Khelifi, Faten;  Gad, Mohammed Farouk;  Abida, Habib
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Groundwater  Recharge  Prediction  Water balance  Arid climate  Tunisia  
Evaluation efficiency of hybrid deep learning algorithms with neural network decision tree and boosting methods for predicting groundwater potential 期刊论文
发表期刊: GEOCARTO INTERNATIONAL. 出版年: 2021
Creator:  Chen, Yunzhi;  Chen, Wei;  Pal, Subodh Chandra;  Saha, Asish;  Chowdhuri, Indrajit;  Adeli, Behzad;  Janizadeh, Saeid;  Dineva, Adrienn A.;  Wang, Xiaojing;  Mosavi, Amirhosein
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Groundwater potential mapping  groundwater management  hybrid deep learning  deep boosting  ROC-AUC  artificial intelligence  
A new net primary productivity model and new management strategy of grassland classification based on CSCS in China 期刊论文
发表期刊: RANGELAND JOURNAL. 出版年: 2021
Creator:  Lin, Huilong;  Ma, Haili;  Nyandwi, Charles;  Feng, Qisheng;  Liang, Tiangang
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biomass spatial pattern  China  realistic spatial distribution patterns of grasslands  grassland ecological function  grassland productive function  NPP  simulation  rational management  
Gully Erosion Mapping by Multi-criteria Decision Analysis Techniques and Geoinformatics in Adana Province, Turkey 期刊论文
发表期刊: EARTH SYSTEMS AND ENVIRONMENT. 出版年: 2021
Creator:  Majumdar, Sushobhan;  Kose, Mustafa;  Chatterjee, Uday
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Gully erosion  Badlands  Multi-criteria decision analysis techniques  Sustainable development  
Spatial modelling of soil salinity: deep or shallow learning models? 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2021
Creator:  Mohammadifar, Aliakbar;  Gholami, Hamid;  Golzari, Shahram;  Collins, Adrian L.
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Deep learning models  Shallow machine learning models  Soil salinity spatial maps  Deep convolutional neural networks