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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 |