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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: 2022
作者:  Asadollah, Seyed Babak Haji Seyed;  Sharafati, Ahmad;  Shahid, Shamsuddin
收藏  |  浏览/下载：13/0  |  提交时间：2021/11/19
Global climate model  Shared socioeconomic pathways scenarios  Gradient Boosting Regression Tree  Climate downscaling  Climate change projections  
Leaf Area Index Estimation of Pergola-Trained Vineyards in Arid Regions Based on UAV RGB and Multispectral Data Using Machine Learning Methods 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 2
作者:  Ilniyaz, Osman;  Kurban, Alishir;  Du, Qingyun
收藏  |  浏览/下载：14/0  |  提交时间：2022/03/17
leaf area index (LAI)  light extinction coefficient  unmanned aerial vehicles (UAV)  multispectral data  RGB data  machine learning  pergola-trained vineyards  
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  
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：13/0  |  提交时间：2021/07/30
Groundwater potential mapping  groundwater management  hybrid deep learning  deep boosting  ROC-AUC  artificial intelligence  
Modeling hydro-climatic changes of evapotranspiration over a semi-arid river basin of India 期刊论文
发表期刊: JOURNAL OF WATER AND CLIMATE CHANGE. 出版年: 2021, 卷号: 12, 期号: 2, 页码: 502-520
作者:  Rehana, S.;  Sireesha Naidu, G.;  Monish, N. T.;  Sowjanya, U.
收藏  |  浏览/下载：3/0  |  提交时间：2021/11/29
Budyko hypothesis  CORDEX  PCRaster  regional circulation models  Thornthwaite model  
Proposition of New Ensemble Data-Intelligence Models for Surface Water Quality Prediction 期刊论文
发表期刊: IEEE ACCESS. 出版年: 2021, 卷号: 9, 页码: 108527-108541
作者:  Al-Sulttani, Ali Omran;  Al-Mukhtar, Mustafa;  Roomi, Ali B.;  Farooque, Aitazaz Ahsan;  Khedher, Khaled Mohamed;  Yaseen, Zaher Mundher
收藏  |  浏览/下载：4/0  |  提交时间：2021/11/19
Predictive models  Rivers  Water resources  Water quality  Water pollution  Computational modeling  Adaptation models  Semi-arid region  river water quality  biochemical oxygen demand  principal component analysis  
Deterministic Analysis and Uncertainty Analysis of Ensemble Forecasting Model Based on Variational Mode Decomposition for Estimation of Monthly Groundwater Level 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 2
作者:  Wu, Min;  Feng, Qi;  Wen, Xiaohu;  Yin, Zhenliang;  Yang, Linshan;  Sheng, Danrui
收藏  |  浏览/下载：14/0  |  提交时间：2021/03/08
uncertainty analysis  groundwater level prediction  hybrid predictive model  variational mode decomposition  Boruta technique  extreme learning machine  
A robust integrated Bayesian multi-model uncertainty estimation framework (IBMUEF) for quantifying the uncertainty of hybrid meta-heuristic in global horizontal irradiation predictions 期刊论文
发表期刊: ENERGY CONVERSION AND MANAGEMENT. 出版年: 2021, 卷号: 241
作者:  Seifi, Akram;  Ehteram, Mohammad;  Dehghani, Majid
收藏  |  浏览/下载：8/0  |  提交时间：2021/11/29
Ensemble  Multi-criteria decision making  Optimization  Sensitivity analysis  WASPAS ranking