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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：33/0  |  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：41/0  |  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  
Relations of land cover, topography, and climate to fire occurrence in natural regions of Iran: Applying new data mining techniques for modeling and mapping fire danger 期刊论文
, 2020, 卷号: 473
作者:  Eskandari S.;  Pourghasemi H.R.;  Tiefenbacher J.P.
收藏  |  浏览/下载：44/0  |  提交时间：2020/07/28
Agricultural robots  Climate models  Data mining  Decision making  Decision trees  Forestry  Highway administration  Land use  Learning algorithms  Location  Managers  Maximum likelihood  Support vector machines  Topography  Area under the curves  Data mining algorithm  Functional data analysis  Generalized linear model  Maximum likelihood algorithm  MODIS satellite images  Strategic decision making  Topographic wetness index  Fires  algorithm  climate change  data acquisition  data mining  decision making  fire  forest management  forestry modeling  GIS  land cover  land use planning  mapping method  maximum likelihood analysis  MODIS  numerical model  satellite imagery  Sentinel  topography  Zagros  
Forecasting lightning around the Korean Peninsula by postprocessing ECMWF data using SVMs and undersampling 期刊论文
, 2020, 卷号: 243
作者:  Moon S.-H.;  Kim Y.-H.
收藏  |  浏览/下载：23/0  |  提交时间：2020/07/28
Decision trees  Lightning  Support vector machines  Equitable threat score  European centre for medium-range weather forecasts  Spatial location  Spatial resolution  Temporal resolution  Time interval  Training process  Under-sampling  Weather forecasting  confidence interval  data processing  lightning  machine learning  sampling  spatial resolution  support vector machine  weather forecasting  Korea  
Hydrological hotspots of climatic influence in Brazil: A two-step regularization approach 期刊论文
, 2020, 卷号: 246
作者:  Ndehedehe C.E.;  Haile G.G.;  Agutu N.O.;  Ferreira V.G.;  Getirana A.;  Okwuashi O.
收藏  |  浏览/下载：32/0  |  提交时间：2020/07/28
Climatology  Investments  Support vector machines  Support vector regression  Water resources  Impact assessments  Precipitation indices  Regularization approach  Regularization procedure  Support vector machine regressions  Teleconnection patterns  Water infrastructure  Water resources planning  Drought  climate effect  drought  global climate  hydrometeorology  precipitation assessment  regression analysis  support vector machine  teleconnection  Brazil  
Evaluation of global climate models for precipitation projection in sub-Himalaya region of Pakistan 期刊论文
, 2020, 卷号: 245
作者:  Iqbal Z.;  Shahid S.;  Ahmed K.;  Ismail T.;  Khan N.;  Virk Z.T.;  Johar W.
收藏  |  浏览/下载：34/0  |  提交时间：2020/07/28
Climate change  Earth (planet)  Regression analysis  Support vector machines  Water resources  Annual precipitation  Climate change projections  Global climate model  Multi-model ensemble  Similarity assessment  Spatio-temporal changes  Support vector machine recursive feature eliminations  Water resources management  Climate models  algorithm  annual variation  climate modeling  ensemble forecasting  precipitation assessment  precipitation intensity  spatiotemporal analysis  support vector machine  Pakistan