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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
作者:  Jung, Chunggil;  Ahn, Sora;  Sheng, Zhuping;  Ayana, Essayas K.;  Srinivasan, Raghavan;  Yeganantham, Dhanesh
收藏  |  浏览/下载：12/0  |  提交时间：2021/11/29
watershed management  machine learning  SWAT  water salinity  soil texture  irrigation  watershed  surface water  groundwater interactions  
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
作者:  Zerrouki, Nabil;  Dairi, Abdelkader;  Harrou, Fouzi;  Zerrouki, Yacine;  Sun, Ying
收藏  |  浏览/下载：13/0  |  提交时间：2021/11/19
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
作者:  Mallick, Javed;  Talukdar, Swapan;  Alsubih, Majed;  Almesfer, Mohammed K.;  Shahfahad;  Hang, Hoang Thi;  Rahman, Atiqur
收藏  |  浏览/下载：12/0  |  提交时间：2021/11/29
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
作者:  Tian, Di;  He, Xiaogang;  Srivastava, Puneet;  Kalin, Latif
收藏  |  浏览/下载：22/0  |  提交时间：2021/11/29
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
作者:  Chen, Yunzhi;  Chen, Wei;  Pal, Subodh Chandra;  Saha, Asish;  Chowdhuri, Indrajit;  Adeli, Behzad;  Janizadeh, Saeid;  Dineva, Adrienn A.;  Wang, Xiaojing;  Mosavi, Amirhosein
收藏  |  浏览/下载：14/0  |  提交时间：2021/07/30
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
作者:  Ziane, Abderrezzaq;  Dabou, Rachid;  Necaibia, Ammar;  Sahouane, Nordine;  Mostefaoui, Mohammed;  Bouraiou, Ahmed;  Khelifi, Seyfallah;  Rouabhia, Abdelkrim;  Blal, Mohamed
收藏  |  浏览/下载：11/0  |  提交时间：2021/07/30
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
作者:  El-Manzalawy, Yasser;  Abbas, Mostafa;  Hoaglund, Ian;  Cerna, Alvaro Ulloa;  Morland, Thomas B.;  Haggerty, Christopher M.;  Hall, Eric S.;  Fornwalt, Brandon K.
收藏  |  浏览/下载：3/0  |  提交时间：2021/07/30
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
作者:  Chakraborty, Debaditya;  Basagaoglu, Hakan;  Winterle, James
收藏  |  浏览/下载：24/0  |  提交时间：2021/11/29
Deep learning  Boosting  Transfer learning  Hydroclimate  Reference crop evapotranspiration  Model explainability  
Groundwater recharge potential zonation using an ensemble of machine learning and bivariate statistical models 期刊论文
发表期刊: SCIENTIFIC REPORTS. 出版年: 2021, 卷号: 11, 期号: 1
作者:  Jaafarzadeh, Maryam Sadat;  Tahmasebipour, Naser;  Haghizadeh, Ali;  Pourghasemi, Hamid Reza;  Rouhani, Hamed
收藏  |  浏览/下载：13/0  |  提交时间：2021/11/29
Mapping Opuntia stricta in the Arid and Semi-Arid Environment of Kenya Using Sentinel-2 Imagery and Ensemble Machine Learning Classifiers 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2021, 卷号: 13, 期号: 8
作者:  Muthoka, James M.;  Salakpi, Edward E.;  Ouko, Edward;  Yi, Zhuang-Fang;  Antonarakis, Alexander S.;  Rowhani, Pedram
收藏  |  浏览/下载：4/0  |  提交时间：2021/07/30
invasive plant species  remote sensing  extreme gradient boost  random forest  spectral indices  topographic indices