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Rapid forecasting of urban flood inundation using multiple machine learning models 期刊论文
Natural Hazards, 2021, 卷号: 108, 期号: 2
作者:  Hou J.;  Zhou N.;  Chen G.;  Huang M.;  Bai G.
收藏  |  浏览/下载:17/0  |  提交时间:2021/09/01
K-nearest neighbor model  Machine learning  Random forest model  Rapid forecasting  Urban inundation  
Data mining approaches to understanding the formation of secondary organic aerosol 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 252
作者:  Olson D.A.;  Offenberg J.H.;  Lewandowski M.;  Kleindienst T.E.;  Docherty K.S.;  Jaoui M.;  Krug J.;  Riedel T.P.
收藏  |  浏览/下载:28/0  |  提交时间:2022/01/18
Chamber experiment  Decision tree  Nearest neighbor  Pattern mining  SOA formation  
Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms 期刊论文
, 2020, 卷号: 141
作者:  Liu Y.;  Jing W.;  Wang Q.;  Xia X.
收藏  |  浏览/下载:28/0  |  提交时间:2020/07/28
Decision trees  Land surface temperature  Learning systems  Nearest neighbor search  Neural networks  Object oriented programming  Soil moisture  Support vector machines  Support vector regression  Surveying  Topography  Vegetation  Classification and regression tree  Correlation coefficient  Digital elevation model  Geographic coordinates  High spatial resolution  K nearest neighbor (KNN)  Machine learning techniques  Normalized difference vegetation index  Learning algorithms  algorithm  comparative study  correlation  data set  digital elevation model  downscaling  machine learning  NDVI  soil moisture  spatial analysis  surface temperature  Australia  China  North America  Qinghai-Xizang Plateau  Spain  
Prediction of droughts over Pakistan using machine learning algorithms 期刊论文
, 2020, 卷号: 139
作者:  Khan N.;  Sachindra D.A.;  Shahid S.;  Ahmed K.;  Shiru M.S.;  Nawaz N.
收藏  |  浏览/下载:32/0  |  提交时间:2020/07/28
Atmospheric humidity  Climate change  Drought  Forecasting  Learning algorithms  Nearest neighbor search  Neural networks  Support vector machines  Wind  Atmospheric research  K nearest neighbours (k-NN)  K-nearest neighbours  National centres for environmental predictions  Pakistan  Recursive feature elimination  Temporal and spatial  Vulnerable communities  Learning systems  algorithm  artificial neural network  climate prediction  drought  machine learning  numerical model  precipitation (climatology)  Arabian Sea  Caspian Sea  Indian Ocean  Pakistan  
Ensemble estimation of future rainfall extremes with temperature dependent censored simulation 期刊论文
, 2020, 卷号: 136
作者:  Cross D.;  Onof C.;  Winter H.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/28
Climate change  Climate models  Nearest neighbor search  Rain  Regression analysis  Stochastic systems  Climate change impact  Extremes  K-nearest neighbours  Mechanistic stochastic  Multivariate regression  Parameter estimation  climate modeling  climate prediction  ensemble forecasting  numerical model  parameter estimation  rainfall  regression analysis  uncertainty analysis  weather forecasting  Germany  United Kingdom