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Impact of phases distribution on mixing and reactions in unsaturated porous media 期刊论文
, 2020, 卷号: 144
作者:  Jiménez-Martínez J.;  Alcolea A.;  Straubhaar J.A.;  Renard P.
收藏  |  浏览/下载:114/0  |  提交时间:2020/07/28
A data-driven approach to generate past GRACE-like terrestrial water storage solution by calibrating the land surface model simulations 期刊论文
, 2020, 卷号: 143
作者:  Jing W.;  Di L.;  Zhao X.;  Yao L.;  Xia X.;  Liu Y.;  Yang J.;  Li Y.;  Zhou C.
收藏  |  浏览/下载:31/0  |  提交时间:2020/07/28
Decision trees  Digital storage  Evapotranspiration  Geodetic satellites  Groundwater  Learning systems  Soil moisture  Surface measurement  Water conservation  Water supply  Data-driven approach  Ensemble learning algorithm  Gravity recovery and climate experiment satellites  Groundwater storage  Land surface modeling  Machine learning models  Terrestrial water storage  Variable importances  Learning algorithms  
Machine learning in geo- and environmental sciences: From small to large scale 期刊论文
, 2020, 卷号: 142
作者:  Tahmasebi P.;  Kamrava S.;  Bai T.;  Sahimi M.
收藏  |  浏览/下载:13/0  |  提交时间:2020/07/28
Big data  Deep learning  Flow of fluids  Geology  Learning systems  Pattern recognition  Porous materials  Basic concepts  Complex pattern  Environmental science  Fluid flow in porous media  Hydrological modeling  Ml algorithms  Recent progress  Surface characterization  Learning algorithms  
Petrophysical characterization of deep saline aquifers for CO2 storage using ensemble smoother and deep convolutional autoencoder 期刊论文
, 2020, 卷号: 142
作者:  Liu M.;  Grana D.
收藏  |  浏览/下载:19/0  |  提交时间:2020/07/28
Aquifers  Boreholes  Carbon capture  Carbon dioxide  Convolution  Digital storage  Forecasting  Geological surveys  Hydrogeology  Inverse problems  Large dataset  Offshore oil well production  Petrophysics  Porosity  Seismology  Stochastic systems  Carbon dioxide sequestration  Deep saline aquifers  Ensemble-based method  Machine learning methods  Monitoring measurements  Petro-physical characterizations  Petrophysical properties  Stochastic approach  Learning systems  accuracy assessment  aquifer  carbon dioxide  carbon sequestration  carbon storage  leakage  monitoring  permeability  physical property  porosity  precision  underground storage  
Combining statistical machine learning models with ARIMA for water level forecasting: The case of the Red river 期刊论文
, 2020, 卷号: 142
作者:  Phan T.-T.-H.;  Nguyen X.H.
收藏  |  浏览/下载:17/0  |  提交时间:2020/07/28
Autoregressive moving average model  Cost effectiveness  Disaster prevention  Forecasting  Learning algorithms  Water levels  Water resources  Auto-regressive integrated moving average  Computational time  Cost-effective solutions  Linear and nonlinear models  Physically based models  Statistical machine learning  Time series forecasting  Water level forecasting  Machine learning  data set  flood forecasting  forecasting method  hydrological modeling  machine learning  numerical model  performance assessment  river water  water level  Hanoi  Red River [Asia]  Viet Nam  
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  
A long Short-Term memory cyclic model with mutual information for hydrology forecasting: A Case study in the xixian basin 期刊论文
, 2020, 卷号: 141
作者:  Lv N.;  Liang X.;  Chen C.;  Zhou Y.;  Li J.;  Wei H.;  Wang H.
收藏  |  浏览/下载:109/0  |  提交时间:2020/07/28
Brain  Flood control  Floods  Long short-term memory  Rain  Reservoirs (water)  Time series analysis  Water levels  Accurate prediction  Flood forecasting models  Forecasting modeling  Hydrology prediction  Mutual informations  Performance degradation  Reservoir water level  Time series features  Weather forecasting  artificial neural network  flood forecasting  hydrological modeling  information  rainfall  time series analysis  China  Henan  Xixian  
Physics-informed neural networks for multiphysics data assimilation with application to subsurface transport 期刊论文
, 2020, 卷号: 141
作者:  He Q.;  Barajas-Solano D.;  Tartakovsky G.;  Tartakovsky A.M.
收藏  |  浏览/下载:112/0  |  提交时间:2020/07/28
Deep neural networks  Hydraulic conductivity  Learning systems  Porous materials  State estimation  Accuracy of parameters  Computational costs  Concentration fields  Concentration Measurement  Data assimilation  Governing equations  Parameter and state estimation  Subsurface transport  Parameter estimation  artificial neural network  data assimilation  hydraulic conductivity  hydraulic head  porous medium  subsurface flow  transport process  
Deep reinforcement learning for the real time control of stormwater systems 期刊论文
, 2020, 卷号: 140
作者:  Mullapudi A.;  Lewis M.J.;  Gruden C.L.;  Kerkez B.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/28
Controllers  Deep neural networks  Learning systems  Real time control  Reinforcement learning  Storms  Water levels  Autonomous control  Computational resources  Control performance  Open source implementation  Performance enhancements  Stormwater systems  Uncontrolled systems  Urban stormwater systems  Deep learning  algorithm  machine learning  real time  stormwater  
Multiscale groundwater level forecasting: Coupling new machine learning approaches with wavelet transforms 期刊论文
, 2020, 卷号: 141
作者:  Rahman A.T.M.S.;  Hosono T.;  Quilty J.M.;  Das J.;  Basak A.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/28
Decision trees  Forecasting  Groundwater  Irrigation  Machine learning  Neural networks  Water quality  Water supply  Gradient boosting  Groundwater level forecasting  Irrigation scheduling  Key Issues  Land development  Land subsidence  Machine learning approaches  Real-world scenario  Wavelet transforms  forecasting method  groundwater  machine learning  transform  water level  water quality  wavelet analysis  Japan  Kumamoto  Kyushu