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Nowcasting tracks of severe convective storms in West Africa from observations of land surface state 期刊论文
发表期刊: ENVIRONMENTAL RESEARCH LETTERS. 出版年: 2022, 卷号: 17, 期号: 3
作者:  Taylor, Christopher M.;  Klein, Cornelia;  Dione, Cheikh;  Parker, Douglas J.;  Marsham, John;  Diop, Cheikh Abdoulahat;  Fletcher, Jennifer;  Chaibou, Abdoul Aziz Saidou;  Nafissa, Dignon Bertin;  Semeena, Valiyaveetil Shamsudheen;  Cole, Steven J.;  Anderson, Seonaid R.
收藏  |  浏览/下载:32/0  |  提交时间:2022/03/17
nowcasting  mesoscale convective systems  soil moisture  Sahel  
Deep Learning for Vegetation Health Forecasting: A Case Study in Kenya 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 3
作者:  Lees, Thomas;  Tseng, Gabriel;  Atzberger, Clement;  Reece, Steven;  Dadson, Simon
收藏  |  浏览/下载:12/0  |  提交时间:2022/03/17
machine learning  deep learning  drought  vegetation health  
Dust pollution caused by an extreme Santa Ana wind event 期刊论文
发表期刊: NATURAL HAZARDS. 出版年: 2021
作者:  Alvarez, Christian A.;  Carbajal, Noel;  Pineda-Martinez, Luis F.
收藏  |  浏览/下载:31/0  |  提交时间:2021/11/19
Santa Ana winds  Dust pollution  WRF-Chem modeling  Urban air quality  
Using deep learning for precipitation forecasting based on spatio-temporal information: a case study 期刊论文
发表期刊: CLIMATE DYNAMICS. 出版年: 2021
作者:  Li, Weide;  Gao, Xi;  Hao, Zihan;  Sun, Rong
收藏  |  浏览/下载:55/0  |  提交时间:2021/11/19
Precipitation forecasting  Spatio-temporal information  Deep learning  Feature extraction  Semi-arid area  
Prediction of solar energy guided by pearson correlation using machine learning 期刊论文
发表期刊: ENERGY. 出版年: 2021, 卷号: 224
作者:  Jebli, Imane;  Belouadha, Fatima-Zahra;  Kabbaj, Mohammed Issam;  Tilioua, Amine
收藏  |  浏览/下载:3/0  |  提交时间:2021/07/30
Solar energy prediction  Machine and deep learning  Linear regression  Random forest  Support vector regression  
Multivariate Drought Forecasting in Short- and Long-Term Horizons Using MSPI and Data-Driven Approaches 期刊论文
发表期刊: JOURNAL OF HYDROLOGIC ENGINEERING. 出版年: 2021, 卷号: 26, 期号: 4
作者:  Aghelpour, Pouya;  Kisi, Ozgur;  Varshavian, Vahid
收藏  |  浏览/下载:25/0  |  提交时间:2021/07/30
Multivariate standardized precipitation index (MSPI)  Multivariate drought  Generalized regression neural network (GRNN)  Adaptive neuro-fuzzy inference system with fuzzy C-means clustering (ANFIS-FCM)  Group method of data handling (GMDH)  
Ultra-short-term exogenous forecasting of photovoltaic power production using genetically optimized non-linear auto-regressive recurrent neural networks 期刊论文
发表期刊: RENEWABLE ENERGY. 出版年: 2021, 卷号: 171, 页码: 191-209
作者:  Hassan, Muhammed A.;  Bailek, Nadjem;  Bouchouicha, Kada;  Nwokolo, Samuel Chukwujindu
收藏  |  浏览/下载:14/0  |  提交时间:2021/07/30
Photovoltaic power  Resource planning  Short-term forecasting  NARX  Neural network  Genetic optimization  
Short-term forecasting of monthly water consumption in hyper-arid climate using recurrent neural networks 期刊论文
发表期刊: JOURNAL OF ENGINEERING RESEARCH. 出版年: 2021, 卷号: 9, 期号: 3B, 页码: 56-69
作者:  Alsumaiei, Abdullah A.
收藏  |  浏览/下载:2/0  |  提交时间:2021/11/29
Water supply modeling  NARX model  Linear detrending  Water footprint  Developing countries  
Flash drought onset over the contiguous United States: sensitivity of inventories and trends to quantitative definitions 期刊论文
发表期刊: HYDROLOGY AND EARTH SYSTEM SCIENCES. 出版年: 2021, 卷号: 25, 期号: 2, 页码: 565-581
作者:  Osman, Mahmoud;  Zaitchik, Benjamin F.;  Badr, Hamada S.;  Christian, Jordan, I;  Tadesse, Tsegaye;  Otkin, Jason A.;  Anderson, Martha C.
收藏  |  浏览/下载:1/0  |  提交时间:2021/07/30
Deep Neural Networks for Predicting Solar Radiation at Hail Region, Saudi Arabia 期刊论文
发表期刊: IEEE ACCESS. 出版年: 2021, 卷号: 9, 页码: 36719-36729
作者:  Boubaker, Sahbi;  Benghanem, Mohamed;  Mellit, Adel;  Lefza, Ayoub;  Kahouli, Omar;  Kolsi, Lioua
收藏  |  浏览/下载:9/0  |  提交时间:2021/11/29
Global horizontal irradiation  prediction  deep learning  recurrent neural networks  LSTM  GRU  BiLSTM  BiGRU  CNN  CNN-LSTM  CNN-BiLSTM