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Spatial mapping of the provenance of storm dust: Application of data mining and ensemble modelling 期刊论文
ATMOSPHERIC RESEARCH, 2020, 233
作者:  Gholami, Hamid;  Mohamadifar, Aliakbar;  Collins, Adrian L.
收藏  |  浏览/下载:5/0  |  提交时间:2020/07/02
Dust provenance  Spatial modelling  Data mining algorithms  Multicollinearity  Receiver operating characteristic  Ensemble modelling  R software  
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  
A MCDM-based framework for selection of general circulation models and projection of spatio-temporal rainfall changes: A case study of Nigeria 期刊论文
ATMOSPHERIC RESEARCH, 2019, 225: 1-16
作者:  Shiru, Mohammed Sanusi;  Shahid, Shamsuddin;  Chung, Eun-Sung;  Alias, Noraliani;  Scherer, Laura
收藏  |  浏览/下载:16/0  |  提交时间:2019/11/27
Feature selection method  General circulation model  Information entropy  Statistical downscaling  Random forest  
Climate modulation of Nino3.4 SST-anomalies on air quality change in southern China: Application to seasonal forecast of haze pollution 期刊论文
ATMOSPHERIC RESEARCH, 2019, 225: 157-164
作者:  Cheng, Xugeng;  Boiyo, Richard;  Zhao, Tianliang;  Xu, Xiangde;  Gong, Sunling;  Xie, Xiaoning;  Shang, Ke
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/27
Air quality  Haze  Southern China  Random forest  SSTA  
Prediction of heat waves in Pakistan using quantile regression forests 期刊论文
ATMOSPHERIC RESEARCH, 2019, 221: 1-11
作者:  Khan, Najeebullah;  Shahid, Shamsuddin;  Juneng, Liew;  Ahmed, Kamal;  Ismail, Tarmizi;  Nawaz, Nadeem
收藏  |  浏览/下载:12/0  |  提交时间:2019/11/26
Extreme temperature  Heat waves  Synoptic climate  Quantile regression forest  Pakistan  
Multi-stage hybridized online sequential extreme learning machine integrated with Markov Chain Monte Carlo copula-Bat algorithm for rainfall forecasting 期刊论文
ATMOSPHERIC RESEARCH, 2018, 213: 450-464
作者:  Ali, Mumtaz;  Deo, Ravinesh C.;  Downs, Nathan J.;  Maraseni, Tek
收藏  |  浏览/下载:7/0  |  提交时间:2019/04/09
Rainfall forecasting  Markov chain Monte Carlo simulation  Copulas  Bat algorithm  OS-ELM  ELM  And RF  
Selection of climate models for projection of spatiotemporal changes in temperature of Iraq with uncertainties 期刊论文
ATMOSPHERIC RESEARCH, 2018, 213: 509-522
作者:  Salman, Saleem A.;  Shahid, Shamsuddin;  Ismail, Tarmizi;  Ahmed, Kamal;  Wang, Xiao-Jun
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Temperature  Global circulation models  Systematic uncertainty  Representative concentration pathways  Quantile regression  Iraq  
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)  
Combination of support vector machine, artificial neural network and random forest for improving the classification of convective and stratiform rain using spectral features of SEVIRI data 期刊论文
ATMOSPHERIC RESEARCH, 2018, 203: 118-129
作者:  Lazri, Mourad;  Ameur, Soltane
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09
Support vector machine  Network neural  Random forest  MSG-SEVIRI  Radar image  Classification  
Projection of spatial and temporal changes of rainfall in Sarawak of Borneo Island using statistical downscaling of CMIP5 models 期刊论文
ATMOSPHERIC RESEARCH, 2017, 197
作者:  Sa&;  39;adi, Zulfaqar
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
Statistical downscaling  Climate change projection  General circulation model  Representative concentration pathways  Sarawak