Deep residual U-net convolution neural networks with autoregressive strategy for fluid flow predictions in large-scale geosystems

Physics- and image-based prediction of fluid flow and transport in complex porous membranes and materials by deep learning

(2021) Serveh Kamrava et al.   JOURNAL OF MEMBRANE SCIENCE

Deep-learning-based surrogate flow modeling and geological parameterization for data assimilation in 3D subsurface flow

(2021) Meng Tang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Flexible and Modular Simultaneous Modeling of Flow and Reactive Transport in Rivers and Hyporheic Zones

(2020) Bing Li et al.   WATER RESOURCES RESEARCH

Integration of Adversarial Autoencoders With Residual Dense Convolutional Networks for Estimation of Non‐Gaussian Hydraulic Conductivities

(2020) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Machine Learning in Geo- and Environmental Sciences: From Small to Large Scale

(2020) Pejman Tahmasebi et al.   ADVANCES IN WATER RESOURCES

Bayesian inversion of hierarchical geostatistical models using a parallel-tempering sequential Gibbs MCMC

(2020) Sebastian Reuschen et al.   ADVANCES IN WATER RESOURCES

A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems

(2020) Meng Tang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Developing a workflow to select representative reservoir models combining distance-based clustering and data assimilation for decision making process

(2020) Seyed Kourosh Mahjour et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Using Unsupervised Machine Learning to Characterize Capillary Flow and Residual Trapping

(2020) Hailun Ni et al.   WATER RESOURCES RESEARCH

Uncertainty quantification in heterogeneous tight/shale reservoirs from analysis of transient/boundary-dominated production data

(2020) Mohammadhossein Heidari Sureshjani et al.   Journal of Natural Gas Science and Engineering

Deep-learning-based surrogate model for reservoir simulation with time-varying well controls

(2020) Zhaoyang Larry Jin et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Accelerating geostatistical modeling using geostatistics-informed machine Learning

(2020) Tao Bai et al.   COMPUTERS & GEOSCIENCES

Deep autoregressive neural networks for high‐dimensional inverse problems in groundwater contaminant source identification

(2019) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Geometric multigrid methods for Darcy–Forchheimer flow in fractured porous media

(2019) A. Arrarás et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

Identifying the release history of a groundwater contaminant source based on an ensemble surrogate model

(2019) Zhenxiang Xing et al.   JOURNAL OF HYDROLOGY

Predicting CO 2 Plume Migration in Heterogeneous Formations Using Conditional Deep Convolutional Generative Adversarial Network

(2019) Zhi Zhong et al.   WATER RESOURCES RESEARCH

Hydraulic fracture propagation in naturally fractured reservoirs: Complex fracture or fracture networks

(2019) HanYi Wang   Journal of Natural Gas Science and Engineering

Understanding the performance of hydraulically fractured wells in the laumontite-rich tight glutenite formation

(2019) Beibei Chen et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Enhancing images of shale formations by a hybrid stochastic and deep learning algorithm

(2019) Serveh Kamrava et al.   NEURAL NETWORKS

Experimental and theoretical investigations of two-phase flow in low pressure steam–water injector

(2019) Roman Kwidzinski   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Parametric Bayesian estimation of point-like pollution sources of groundwater layers

(2019) B. Ait-El-Fquih et al.   SIGNAL PROCESSING

Surrogate‐Based Bayesian Inverse Modeling of the Hydrological System: An Adaptive Approach Considering Surrogate Approximation Error

(2019) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

An efficient Bayesian data-worth analysis using a multilevel Monte Carlo method

(2018) Dan Lu et al.   ADVANCES IN WATER RESOURCES

Explicit treatment for Dirichlet, Neumann and Cauchy boundary conditions in POD-based reduction of groundwater models

(2018) Moritz Gosses et al.   ADVANCES IN WATER RESOURCES

Evaluating the combined effects of source zone mass release rates and aquifer heterogeneity on solute discharge uncertainty

(2018) Felipe P.J. de Barros   ADVANCES IN WATER RESOURCES

An adaptive Gaussian process-based iterative ensemble smoother for data assimilation

(2018) Lei Ju et al.   ADVANCES IN WATER RESOURCES

Road Extraction by Deep Residual U-Net

(2018) Zhengxin Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Reduced-order modeling of CO 2 storage operations

(2018) Zhaoyang Larry Jin et al.   International Journal of Greenhouse Gas Control

A Multiscale Approach for Geologically and Flow Consistent Modeling

(2018) Pejman Tahmasebi et al.   TRANSPORT IN POROUS MEDIA

Coupled hydrogeophysical inversion of DNAPL source zone architecture and permeability field in a 3D heterogeneous sandbox by assimilation time-lapse cross-borehole electrical resistivity data via ensemble Kalman filtering

(2018) Xueyuan Kang et al.   JOURNAL OF HYDROLOGY

Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media

(2018) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Efficient triple-grid multiscale finite element method for 3D groundwater flow simulation in heterogeneous porous media

(2017) Yifan Xie et al.   JOURNAL OF HYDROLOGY

A Taylor Expansion-Based Adaptive Design Strategy for Global Surrogate Modeling With Applications in Groundwater Modeling

(2017) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Preparation of novel high copper ions removal membranes by embedding organosilane-functionalized multi-walled carbon nanotube

(2015) Guangyong Zeng et al.   JOURNAL OF CHEMICAL TECHNOLOGY AND BIOTECHNOLOGY

Efficient Bayesian experimental design for contaminant source identification

(2015) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

A review of surrogate models and their application to groundwater modeling

(2015) M. J. Asher et al.   WATER RESOURCES RESEARCH

MS-CCSIM: Accelerating pattern-based geostatistical simulation of categorical variables using a multi-scale search in Fourier space

(2014) Pejman Tahmasebi et al.   COMPUTERS & GEOSCIENCES

Reduced-Order Modeling for Compositional Simulation by Use of Trajectory Piecewise Linearization

(2014) Jincong He et al.   SPE JOURNAL

Efficient Bayesian inference of subsurface flow models using nested sampling and sparse polynomial chaos surrogates

(2013) Ahmed H. Elsheikh et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Reveal: An Extensible Reduced-Order Model Builder for Simulation and Modeling

(2013) Khushbu Agarwal et al.   COMPUTING IN SCIENCE & ENGINEERING

Model reduction of a coupled numerical model using proper orthogonal decomposition

(2013) Xinya Li et al.   JOURNAL OF HYDROLOGY

Efficient posterior exploration of a high-dimensional groundwater model from two-stage Markov chain Monte Carlo simulation and polynomial chaos expansion

(2013) Eric Laloy et al.   WATER RESOURCES RESEARCH

Multiple-point geostatistical modeling based on the cross-correlation functions

(2012) Pejman Tahmasebi et al.   COMPUTATIONAL GEOSCIENCES

Reduced-order flow modeling and geological parameterization for ensemble-based data assimilation

(2012) Jincong He et al.   COMPUTERS & GEOSCIENCES

Bayesian Belief Network to support conflict analysis for groundwater protection: The case of the Apulia region

(2012) Raffaele Giordano et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Jointly mapping hydraulic conductivity and porosity by assimilating concentration data via ensemble Kalman filter

(2012) Liangping Li et al.   JOURNAL OF HYDROLOGY

A stochastic dimension reduction multiscale finite element method for groundwater flow problems in heterogeneous random porous media

(2012) Xinguang He et al.   JOURNAL OF HYDROLOGY

Parameter estimation of subsurface flow models using iterative regularized ensemble Kalman filter

(2012) A. H. ELSheikh et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Review of surrogate modeling in water resources

(2012) Saman Razavi et al.   WATER RESOURCES RESEARCH