Arid

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Evaluate River Water Salinity in a Semi-Arid Agricultural Watershed by Coupling Ensemble Machine Learning Technique with SWAT Model 期刊论文
发表期刊: JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION. 出版年: 2021
Creator:  Jung, Chunggil;  Ahn, Sora;  Sheng, Zhuping;  Ayana, Essayas K.;  Srinivasan, Raghavan;  Yeganantham, Dhanesh
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watershed management  machine learning  SWAT  water salinity  soil texture  irrigation  watershed  surface water  groundwater interactions  
Application of ensemble machine learning model in downscaling and projecting climate variables over different climate regions in Iran 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2021
Creator:  Asadollah, Seyed Babak Haji Seyed;  Sharafati, Ahmad;  Shahid, Shamsuddin
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Global climate model  Shared socioeconomic pathways scenarios  Gradient Boosting Regression Tree  Climate downscaling  Climate change projections  
Efficient land desertification detection using a deep learning-driven generative adversarial network approach: A case study 期刊论文
发表期刊: CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE. 出版年: 2021
Creator:  Zerrouki, Nabil;  Dairi, Abdelkader;  Harrou, Fouzi;  Zerrouki, Yacine;  Sun, Ying
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deep learning  desertification detection  generative adversarial networks  land cover changes  Landsat data  
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  
A hybrid framework for forecasting monthly reservoir inflow based on machine learning techniques with dynamic climate forecasts, satellite-based data, and climate phenomenon information 期刊论文
发表期刊: STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT. 出版年: 2021
Creator:  Tian, Di;  He, Xiaogang;  Srivastava, Puneet;  Kalin, Latif
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Reservoir inflow forecast  Machine learning  Dynamic climate forecast  Climate indices  Satellite-based soil moisture and evaporation  Multi-model ensemble  
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  
Tree-based ensemble methods for predicting the module temperature of a grid-tied photovoltaic system in the desert 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF GREEN ENERGY. 出版年: 2021
Creator:  Ziane, Abderrezzaq;  Dabou, Rachid;  Necaibia, Ammar;  Sahouane, Nordine;  Mostefaoui, Mohammed;  Bouraiou, Ahmed;  Khelifi, Seyfallah;  Rouabhia, Abdelkrim;  Blal, Mohamed
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Photovoltaic  module temperature  machine learning  prediction  
OASIS plus : leveraging machine learning to improve the prognostic accuracy of OASIS severity score for predicting in-hospital mortality 期刊论文
发表期刊: BMC MEDICAL INFORMATICS AND DECISION MAKING. 出版年: 2021, 卷号: 21, 期号: 1
Creator:  El-Manzalawy, Yasser;  Abbas, Mostafa;  Hoaglund, Ian;  Cerna, Alvaro Ulloa;  Morland, Thomas B.;  Haggerty, Christopher M.;  Hall, Eric S.;  Fornwalt, Brandon K.
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In-hospital mortality prediction  Point-based severity scores  Critical care outcomes  Supervised machine learning  
Interpretable vs. noninterpretable machine learning models for data-driven hydro-climatological process modeling (R) 期刊论文
发表期刊: EXPERT SYSTEMS WITH APPLICATIONS. 出版年: 2021, 卷号: 170
Creator:  Chakraborty, Debaditya;  Basagaoglu, Hakan;  Winterle, James
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Deep learning  Boosting  Transfer learning  Hydroclimate  Reference crop evapotranspiration  Model explainability  
Estimating Agricultural Soil Moisture Content through UAV-Based Hyperspectral Images in the Arid Region 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 8
Creator:  Ge, Xiangyu;  Ding, Jianli;  Jin, Xiuliang;  Wang, Jingzhe;  Chen, Xiangyue;  Li, Xiaohang;  Liu, Jie;  Xie, Boqiang
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fractional-order derivatives  ensemble learning  hyperspectral data  precision agriculture