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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  
Selection of GCMs for the projection of spatial distribution of heat waves in Pakistan 期刊论文
ATMOSPHERIC RESEARCH, 2020, 233
作者:  Khan, Najeebullah;  Shahid, Shamsuddin;  Ahmed, Kamal;  Wang, Xiaojun;  Ali, Rawshan;  Ismail, Tarmizi;  Nawaz, Nadeem
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
General circulation model  Climate change projections  Heat waves  Gridded climate data  Pakistan  
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:14/0  |  提交时间:2019/11/27
Feature selection method  General circulation model  Information entropy  Statistical downscaling  Random forest  
Model output statistics downscaling using support vector machine for the projection of spatial and temporal changes in rainfall of Bangladesh 期刊论文
ATMOSPHERIC RESEARCH, 2018, 213: 149-162
作者:  Pour, Sahar Hadi;  Shahid, Shamsuddin;  Chung, Eun-Sung;  Wang, Xiao-Jun
收藏  |  浏览/下载:7/0  |  提交时间:2019/04/09
Statistical downscaling  Model output statistics  Climate change projection  Representative concentration pathways  Support vector machine  
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