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Spatio-temporal variation of reference evapotranspiration in northwest China based on CORDEX-EA 期刊论文
ATMOSPHERIC RESEARCH, 2020, 238
作者:  Yang, Linshan;  Feng, Qi;  Adamowski, Jan F.;  Yin, Zhenliang;  Wen, Xiaohu;  Wu, Min;  Jia, Bing;  Hao, Qiang
收藏  |  浏览/下载：14/0  |  提交时间：2020/08/18
CORDEX-EA  Reference evapotranspiration  Machine learning algorithm  Northwest China  
Dynamic spatial-temporal precipitation distribution models for short-duration rainstorms in Shenzhen, China based on machine learning 期刊论文
ATMOSPHERIC RESEARCH, 2020, 237
作者:  Liu, Yuan-Yuan;  Li, Lei;  Liu, Ye-Sen;  Chan, Pak Wai;  Zhang, Wen-Hai
收藏  |  浏览/下载：9/0  |  提交时间：2020/07/02
Short-duration rainstorm  Machine learning  Locally linear embedding method  Dynamic spatial-temporal distribution  Shenzhen  
Ordinal regression algorithms for the analysis of convective situations over Madrid-Barajas airport 期刊论文
ATMOSPHERIC RESEARCH, 2020, 236
作者:  Guijo-Rubio, D.;  Casanova-Mateo, C.;  Sanz-Justo, J.;  Gutierrez, P. A.;  Cornejo-Bueno, S.;  Hervas, C.;  Salcedo-Sanz, S.
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
Convective clouds  Convective analysis  Airports  Machine learning techniques  Ordinal regression  
Multi-model ensemble predictions of precipitation and temperature using machine learning algorithms 期刊论文
ATMOSPHERIC RESEARCH, 2020, 236
作者:  Ahmed, Kamal;  Sachindra, D. A.;  Shahid, Shamsuddin;  Iqbal, Zafar;  Nawaz, Nadeem;  Khan, Najeebullah
收藏  |  浏览/下载：16/0  |  提交时间：2020/07/02
General circulation models  Multi-model ensemble  Taylor skill score  Machine learning algorithms  Temperature and precipitation  Pakistan  
Physical-empirical models for prediction of seasonal rainfall extremes of Peninsular Malaysia 期刊论文
ATMOSPHERIC RESEARCH, 2020, 233
作者:  Pour, Sahar Hadi;  Abd Wahab, Ahmad Khairi;  Shahid, Shamsuddin
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
Extreme rainfall  Climate forecasting  Physical-empirical model  Machine learning algorithm  Recursive feature elimination  
Application of machine learning to large hail prediction - The importance of radar reflectivity, lightning occurrence and convective parameters derived from ERA5 期刊论文
ATMOSPHERIC RESEARCH, 2019, 227: 249-262
作者:  Czernecki, Bartosz;  Taszarek, Mateusz;  Marosz, Michal;  Polrolniczak, Marek;  Kolendowicz, Leszek;  Wyszogrodzki, Andrzej;  Szturc, Jan
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/27
Large hail  Forecasting  Thunderstorm  Machine learning  ERAS  EUCLID  ESWD  
Rapid identification of rainstorm disaster risks based on an artificial intelligence technology using the 2DPCA method 期刊论文
ATMOSPHERIC RESEARCH, 2019, 227: 157-164
作者:  Liu, Yuan-yuan;  Li, Lei;  Zhang, Wen-hai;  Chan, Pak-wai;  Liu, Ye-sen
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/27
Rainstorm  Risk identification  Artificial intelligence  Machine learning  2DPCA  
Statistical downscaling of precipitation using machine learning techniques 期刊论文
ATMOSPHERIC RESEARCH, 2018, 212: 240-258
作者:  Sachindra, D. A.;  Ahmed, K.;  Rashid, Md. Mamunur;  Shahid, S.;  Perera, B. J. C.
收藏  |  浏览/下载：6/0  |  提交时间：2019/04/09
Statistical downscaling  Machine learning  Precipitation  Australia  Floods  Droughts  
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region 期刊论文
ATMOSPHERIC RESEARCH, 2018, 212: 130-149
作者:  Mouatadid, Soukayna;  Raj, Nawin;  Deo, Ravinesh C.;  Adarnowski, Jan F.
收藏  |  浏览/下载：6/0  |  提交时间：2019/04/09
Machine learning  Drought prediction  Australia  Standardized Precipitation and Evapotranspiration Index (SPEI)  Hydrological drought  Water management  
Improvement of rainfall estimation from MSG data using Random Forests classification and regression 期刊论文
ATMOSPHERIC RESEARCH, 2018, 211: 62-72
作者:  Ouallouche, Fethi;  Lazri, Mourad;  Ameur, Soltane
收藏  |  浏览/下载：3/0  |  提交时间：2019/04/09
Rainfall estimation  Learning machine  Random Forest (RF)  Meteosat Second Generation (MSG)