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Physics-Informed Deep Neural Networks for Learning Parameters and Constitutive Relationships in Subsurface Flow Problems 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Tartakovsky, A. M.;  Marrero, C. Ortiz;  Perdikaris, Paris;  Tartakovsky, G. D.;  Barajas-Solano, D.
收藏  |  浏览/下载:12/0  |  提交时间:2020/07/02
deep neural networks  physics-informed machine learning  parameter estimation  learning constitutive relationships  unsaturated flow  MAP  
Understanding the Impact of Observation Data Uncertainty on Probabilistic Streamflow Forecasts Using a Dynamic Hierarchical Model 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Das Bhowmik, Rajarshi;  Ng, Tze Ling;  Wang, Jui-Pin
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
uncertainty  measurement error  Bayesian  BDHM  forecasting  Streamflow  
Probabilistic Forecast of Single-Phase Flow in Porous Media With Uncertain Properties 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Yang, Hyung Jun;  Boso, Francesca;  Tchelepi, Hamdi A.;  Tartakovsky, Daniel M.
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/27
uncertainty quantification  groundwater flow  random conductivity  method of distributions  risk assessment  rare events  
Nonhysteretic Capillary Pressure in Two-Fluid Porous Medium Systems: Definition, Evaluation, Validation, and Dynamics 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6825-6849
作者:  Miller, C. T.;  Bruning, K.;  Talbot, C. L.;  McClure, J. E.;  Gray, W. G.
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/27
Capillary Length and Field Capacity in Draining Soil Profiles 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 4499-4507
作者:  Aldrees, A.;  Nachabe, M.
收藏  |  浏览/下载:3/0  |  提交时间:2019/11/26
Saturation Dependence of Non-Fickian Transport in Porous Media 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1153-1166
作者:  Hasan, Sharul;  Joekar-Niasar, Vahid;  Karadimitriou, Nikolaos K.;  Sahimi, Muhammad
收藏  |  浏览/下载:11/0  |  提交时间:2019/11/26
dispersion  unsaturated soil  non-Fickian transport  stagnant saturation  relative permeability  pore network model  
Confirmation of a Short-Time Expression for the Hydrograph Rising Limb of an Initially Dry Aquifer Using Laboratory Hillslope Outflow Experiments 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (12) : 10350-10361
作者:  Pauwels, Valentijn R. N.;  Uijlenhoet, Remko
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
groundwater flow  recharge  modeling  
Method of Distributions for Water Hammer Equations With Uncertain Parameters 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 9398-9411
作者:  Alawadhi, Abdulrahman;  Boso, Francesca;  Tartakovsky, Daniel M.
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09
water hammer  uncertainty quantification  PDF equation  leak detection  
Alternative Model for Predicting Soil Hydraulic Conductivity Over the Complete Moisture Range 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (9) : 6860-6876
作者:  Wang, Yunquan;  Jin, Menggui;  Deng, Zijuan
收藏  |  浏览/下载:9/0  |  提交时间:2019/04/09
soil hydraulic model  capillary flow  film flow  unsaturated porous media  
Rethinking the Use of Seabed Sediment Temperature Profiles to Trace Submarine Groundwater Flow 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (7) : 4595-4614
作者:  Kurylyk, B. L.;  Irvine, D. J.;  Mohammed, A. A.;  Bense, V. F.;  Briggs, M. A.;  Loder, J. W.;  Geshelin, Y.
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
submarine hydrogeology  submarine groundwater discharge  offshore groundwater  heat as a groundwater tracer  ocean hydrogeology  continental slope