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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  
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)  
An ensemble-ANFIS based uncertainty assessment model for forecasting multi-scalar standardized precipitation index 期刊论文
ATMOSPHERIC RESEARCH, 2018, 207: 155-180
作者:  Ali, Mumtaz;  Deo, Ravinesh C.;  Downs, Nathan J.;  Maraseni, Tek
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Standardized precipitation index  Drought forecasting  Ensemble based adaptive neuro fuzzy inference system  M5 tree  Minimax probability machine regression  
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  
Research and application of a novel hybrid decomposition-ensemble learning paradigm with error correction for daily PM10 forecasting 期刊论文
ATMOSPHERIC RESEARCH, 2018, 201: 34-45
作者:  Luo, Hongyuan;  Wang, Deyun;  Yue, Chenqiang;  Liu, Yanling;  Guo, Haixiang
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
Daily PM10 forecasting  Error correction  Fast ensemble empirical mode decomposition  Variational mode decomposition  Cuckoo search  Extreme learning machine