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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:138/0  |  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  
Indicator-based data assimilation with multiple-point statistics for updating an ensemble of models with non-Gaussian parameter distributions 期刊论文
, 2020, 卷号: 141
作者:  Kumar D.;  Srinivasan S.
收藏  |  浏览/下载:35/0  |  提交时间:2020/07/28
Channel capacity  Gaussian distribution  Gaussian noise (electronic)  Groundwater  Groundwater flow  Groundwater pollution  Linear transformations  Concentration profiles  Ensemble based data assimilation  Ensemble Kalman Filter  Multiple-point statistics  Non Gaussian parameters  Non-linear transformations  Spatial characteristics  Subsurface heterogeneity  Geologic models  algorithm  data assimilation  ensemble forecasting  Gaussian method  groundwater flow  heterogeneity  Kalman filter  spatial distribution  uncertainty analysis  
Multivariate data assimilation of GRACE, SMOS, SMAP measurements for improved regional soil moisture and groundwater storage estimates 期刊论文
, 2020, 卷号: 135
作者:  Tangdamrongsub N.;  Han S.-C.;  Yeo I.-Y.;  Dong J.;  Steele-Dunne S.C.;  Willgoose G.;  Walker J.P.
收藏  |  浏览/下载:22/0  |  提交时间:2020/07/28
Cables  Catchments  Climate models  Digital storage  Groundwater  Groundwater resources  Remote sensing  Soil moisture  Surface measurement  Water conservation  EnKS  GRACE  Multivariate data  SMAP  SMOS  Soil surveys  data assimilation  GRACE  groundwater  multivariate analysis  SMOS  soil moisture  water level  water storage  Australia  Goulburn Basin  Victoria [Australia]  
Effects of a priori profile shape assumptions on comparisons between satellite NO2 columns and model simulations 期刊论文
, 2020, 卷号: 20, 期号: 12
作者:  Martin R.V.;  Martin R.V.;  Henze D.K.;  Jones D.B.A.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/28
air mass  comparative study  computer simulation  data assimilation  nitrogen dioxide  numerical model  satellite imagery  trace gas  
Unravelling the sources of carbon emissions at the onset of Oceanic Anoxic Event (OAE) 1a 期刊论文
Earth and Planetary Science Letters, 2020, 卷号: 530
作者:  Adloff M.;  Greene S.E.;  Parkinson I.J.;  Naafs B.D.A.;  Preston W.;  Ridgwell A.;  Lunt D.J.;  Castro Jiménez J.M.;  Monteiro F.M.
收藏  |  浏览/下载:34/0  |  提交时间:2021/09/01
Aptian  carbon source  data assimilation  osmium isotopes  volcanism  
A high-resolution Asia-Pacific regional coupled prediction system with dynamically downscaling coupled data assimilation 期刊论文
Science Bulletin, 2020, 卷号: 65, 期号: 21
作者:  Li M.;  Zhang S.;  Wu L.;  Lin X.;  Chang P.;  Danabasoglu G.;  Wei Z.;  Yu X.;  Hu H.;  Ma X.;  Ma W.;  Jia D.;  Liu X.;  Zhao H.;  Mao K.;  Ma Y.;  Jiang Y.;  Wang X.;  Liu G.;  Chen Y.
收藏  |  浏览/下载:24/0  |  提交时间:2021/09/01
Dynamically downscaling coupled data assimilation  Extended-range predictability  High-resolution coupled models  Improved weather and typhoon forecasting  
Forecasting PM10 and PM2.5 in the Aburrá Valley (Medellín, Colombia) via EnKF based data assimilation 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 232
作者:  Lopez-Restrepo S.;  Yarce A.;  Pinel N.;  Quintero O.L.;  Segers A.;  Heemink A.W.
收藏  |  浏览/下载:110/0  |  提交时间:2022/01/18
Air quality modelling  Chemical transport model  Data assimilation  Ensemble kalman filter  Particulate matter  
Aerosol data assimilation using data from Fengyun-4A, a next-generation geostationary meteorological satellite 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 237
作者:  Xia X.;  Min J.;  Shen F.;  Wang Y.;  Xu D.;  Yang C.;  Zhang P.
收藏  |  浏览/下载:24/0  |  提交时间:2022/01/18
Aerosol optical depth  Data assimilation  Dust storm  Fengyun-4 satellite  
Last-decade progress in understanding and modeling the land surface processes on the Tibetan Plateau 期刊论文
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2020, 卷号: 24, 期号: 12
作者:  Lu, Hui;  Zheng, Donghai;  Yang, Kun;  Yang, Fan
收藏  |  浏览/下载:31/0  |  提交时间:2022/06/21
DATA ASSIMILATION SYSTEM  OROGRAPHIC FORM DRAG  HEIHE RIVER-BASIN  SOIL-MOISTURE  EARTH SYSTEM  WATER-BUDGET  FORCING DATA  HEAT FLUXES  SIMULATIONS  PRECIPITATION  
Method development for estimating soil organic carbon content in an alpine region using soil moisture data 期刊论文
SCIENCE CHINA-EARTH SCIENCES, 2020, 卷号: 63, 期号: 4
作者:  Luo, Qi;  Yang, Kun;  Chen, Yingying;  Zhou, Xu
收藏  |  浏览/下载:23/0  |  提交时间:2022/06/21
LAND-SURFACE TEMPERATURE  DATA ASSIMILATION SYSTEM  TIBETAN PLATEAU  MODEL  SIMULATIONS  PARAMETERS  CALIBRATION  RETRIEVALS  VALIDATION  GRASSLANDS