Computational Geosciences

Article	Citations
PorePy: an open-source software for simulation of multiphysics processes in fractured porous media	63
Geological Facies modeling based on progressive growing of generative adversarial networks (GANs)	40
Convolutional neural networks (CNN) for feature-based model calibration under uncertain geologic scenarios	39
A deep learning approach to the inversion of borehole resistivity measurements	37
Rapid estimation of permeability from digital rock using 3D convolutional neural network	36
The LBPM software package for simulating multiphase flow on digital images of porous rocks	36
Optimal feature selection for SAR image classification using biogeography-based optimization (BBO), artificial bee colony (ABC) and support vector machine (SVM): a combined approach of optimization an	34
Recent developments combining ensemble smoother and deep generative networks for facies history matching	30
Generative adversarial network as a stochastic subsurface model reconstruction	28
U-net generative adversarial network for subsurface facies modeling	27
A deep learning perspective on predicting permeability in porous media from network modeling to direct simulation	27
Modeling, simulation, and optimization of geothermal energy production from hot sedimentary aquifers	26
Application of an improved P(m)-SOR iteration method for flow in partially saturated soils	24
Validation and calibration of coupled porous-medium and free-flow problems using pore-scale resolved models	24
Iterative schemes for surfactant transport in porous media	23
Coupled thermal–hydraulic–mechanical–chemical modeling for permeability evolution of rocks through fracture generation and subsequent sealing	22
Investigation of thermal-induced damage in fractured rock mass by coupled FEM-DEM method	22
Microscale mechanical modeling of deformable geomaterials with dynamic contacts based on the numerical manifold method	20
Deep learning for lithological classification of carbonate rock micro-CT images	19
Phase-field modeling of hydraulic fracture network propagation in poroelastic rocks	19
Data-space inversion with ensemble smoother	18
Introduction to the special issue: Overview of OLYMPUS Optimization Benchmark Challenge	17
A staggered finite element procedure for the coupled Stokes-Biot system with fluid entry resistance	17
Combining CSEM or gravity inversion with seismic AVO inversion, with application to monitoring of large-scale CO2 injection	17
Brittle anisotropic fracture propagation in quartz sandstone: insights from phase-field simulations	16

A macroelement stabilization for mixed finite element/finite volume discretizations of multiphase poromechanics	16
Prediction of gas hydrate saturation using machine learning and optimal set of well-logs	16
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	15
Novel iterative ensemble smoothers derived from a class of generalized cost functions	15
Efficient and data-driven prediction of water breakthrough in subsurface systems using deep long short-term memory machine learning	14
Finite volume modeling of coupled thermo-hydro-mechanical processes with application to brine migration in salt	14
Fully-automated adaptive mesh refinement for media embedding complex heterogeneities: application to poroelastic fluid pressure diffusion	13
Data-space inversion using a recurrent autoencoder for time-series parameterization	13
On multicomponent gas diffusion and coupling concepts for porous media and free flow: a benchmark study	12
Modeling interactions of natural and two-phase fluid-filled fracture propagation in porous media	12
Consensus optimization of total variation–based reverse time migration	12
Accuracy of fully coupled and sequential approaches for modeling hydro- and geomechanical processes	12
Field development optimization using a sequence of surrogate treatments	11
Trajectory prediction based on long short-term memory network and Kalman filter using hurricanes as an example	11
Reactive transport modeling in heterogeneous porous media with dynamic mesh optimization	11
Benchmark study for the simulation of Underground Hydrogen Storage operations	11
A stabilized hybrid mixed finite element method for poroelasticity	11
Leveraging HPC accelerator architectures with modern techniques — hydrologic modeling on GPUs with ParFlow	10
RockGPT: reconstructing three-dimensional digital rocks from single two-dimensional slice with deep learning	10
FDwave3D: a MATLAB solver for the 3D anisotropic wave equation using the finite-difference method	10
Uncertainty quantification for uranium production in mining exploitation by In Situ Recovery	10
Mathematical properties of the foam flow in porous media	9
A model for discrete fracture-clay rock interaction incorporating electrostatic effects on transport	9
Application of arbitrary polynomial chaos (aPC) expansion for global sensitivity analysis of mineral dissolution and precipitation modeling under geologic carbon storage conditions	9
Inexact methods for sequential fully implicit (SFI) reservoir simulation	9
Investigation of thermal-hydro-mechanical coupled fracture propagation considering rock damage	9
A novel methodological approach for land subsidence prediction through data assimilation techniques	9
Optimization of subsurface CO2 injection based on neural network surrogate modeling	8
A numerical study of the additive Schwarz preconditioned exact Newton method (ASPEN) as a nonlinear preconditioner for immiscible and compositional porous media flow	8
Multibody approach for reactive transport modeling in discontinuous-heterogeneous porous media	8
Block preconditioners for mixed-dimensional discretization of flow in fractured porous media	8
Seismic inversion with deep learning	8
An efficient parallel algorithm for 3D magnetotelluric modeling with edge-based finite element	8
A fully-implicit parallel framework for complex reservoir simulation with mimetic finite difference discretization and operator-based linearization	8
Multiphase-field modelling of crack propagation in geological materials and porous media with Drucker-Prager plasticity	8
Finite-volume simulation of capillary-dominated flow in matrix-fracture systems using interface conditions	7
An efficient ensemble Kalman Filter implementation via shrinkage covariance matrix estimation: exploiting prior knowledge	7
Surrogate-based Bayesian comparison of computationally expensive models: application to microbially induced calcite precipitation	7
Conditioning generative adversarial networks on nonlinear data for subsurface flow model calibration and uncertainty quantification	7
Forward modelling of geophysical electromagnetic data on unstructured grids using an adaptive mimetic finite-difference method	7
Improving the computational efficiency of solving multisource 3-D airborne electromagnetic problems in complex geological media	7
Approximate inverse-based block preconditioners in poroelasticity	7
Modeling cesium migration through Opalinus clay: a benchmark for single- and multi-species sorption-diffusion models	7
An enhanced sequential fully implicit scheme for reservoir geomechanics	7
High performance computing of 3D reactive multiphase flow in porous media: application to geological storage of CO2	6
An adaptive moment estimation framework for well placement optimization	6
A pore space reconstruction method of shale based on autoencoders and generative adversarial networks	6
Iterative geostatistical seismic inversion incorporating local anisotropies	6
An optimization approach for flow simulations in poro-fractured media with complex geometries	6
Predicting plume spreading during CO2 geo-sequestration: benchmarking a new hybrid finite element–finite volume compositional simulator with asynchronous time marching	6

Use of low-fidelity models with machine-learning error correction for well placement optimization	6
Reversible and non-reversible Markov chain Monte Carlo algorithms for reservoir simulation problems	6
Physics-informed machine learning for backbone identification in discrete fracture networks	6
Modelling of hydro-mechanical processes in heterogeneous fracture intersections using a fictitious domain method with variational transfer operators	6
Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management	6
Comparison of the response to geometrical complexity of methods for unstationary simulations in discrete fracture networks with conforming, polygonal, and non-matching grids	6
Accelerating the multi-parameter least-squares reverse time migration using an appropriate preconditioner	6
Well placement optimization using shuffled frog leaping algorithm	6
Ensemble-based well trajectory and drilling schedule optimization—application to the Olympus benchmark model	6
Applying kriging proxies for Markov chain Monte Carlo in reservoir simulation	6
Numerical simulation for a incompressible miscible displacement problem using a reduced-order finite element method based on POD technique	6
Iterative solvers for Biot model under small and large deformations	6
Transient drainage volume characterization and flow simulation in reservoir models using the fast marching method	6
Comparative study of different risk measures for robust optimization of oil production under the market uncertainty: a regret-based insight	5
Comparison study of phase-field and level-set method for three-phase systems including two minerals	5
Microbially mediated kinetic sulfur isotope fractionation: reactive transport modeling benchmark	5
BHPSO combined with statistical net hydrocarbon thickness map for well placement optimization under uncertainty	5
Derivative-free trust region optimization for robust well control under geological uncertainty	5
Injection profiling in horizontal wells using temperature warmback analysis	5
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	5
Formulating the history matching problem with consistent error statistics	5
Reconstruction of fluvial reservoirs using multiple-stage concurrent generative adversarial networks	5
Support-vector regression accelerated well location optimization: algorithm, validation, and field testing	5
Constrained iterative ensemble smoother for multi solution search assisted history matching	4
Randomized maximum likelihood based posterior sampling	4
An innovative geostatistical sediment trend analysis using geochemical data to highlight sediment sources and transport	4
Borehole resistivity simulations of oil-water transition zones with a 1.5D numerical solver	4
Simulation of flow in deformable fractures using a quasi-Newton based partitioned coupling approach	4
Generating subsurface earth models using discrete representation learning and deep autoregressive network	4
Geological realism in Fluvial facies modelling with GAN under variable depositional conditions	4
A generic workflow of projection-based embedded discrete fracture model for flow simulation in porous media	4
Data-driven discovery of governing equations for transient heat transfer analysis	4
2DNMR data inversion using locally adapted multi-penalty regularization	4
Evaluating the impact of increasing temperatures on changes in Soil Organic Carbon stocks: sensitivity analysis and non-standard discrete approximation	4
Assessing an efficient hybrid of Monte Carlo technique (GSA-GLUE) in Uncertainty and Sensitivity Analysis of vanGenuchten Soil Moisture Characteristics Curve	4
A multi-layer reduced model for flow in porous media with a fault and surrounding damage zones	4
Mapping natural fracture networks using geomechanical inferences from machine learning approaches	4
A virtual element method for the two-phase flow of immiscible fluids in porous media	4
Convergence of single rate and multirate undrained split iterative schemes for a fractured biot model	4
Numerical simulation of crack propagation and coalescence in rock materials by the peridynamic method based on strain energy density theory	4
Using machine learning for model benchmarking and forecasting of depletion-induced seismicity in the Groningen gas field	4
Flexible iterative ensemble smoother for calibration of perfect and imperfect models	4
Latent-space inversion (LSI): a deep learning framework for inverse mapping of subsurface flow data	4
Improved sampling strategies for ensemble-based optimization	4
On an efficient time scheme based on a new mathematical representation of thermodynamic equilibrium for multiphase compositional Darcy flows in porous media	4
Three-dimensional fracture continuum characterization aided by surface time-domain electromagnetics and hydrogeophysical joint inversion—proof-of-concept	4
Acceleration of thermodynamic computations in fluid flow applications	4
Using a machine learning proxy for localization in ensemble data assimilation	4
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake	4
The OGS-Eclipse code for simulation of coupled multiphase flow and geomechanical processes in the subsurface	4
Physically-constrained data-driven inversions to infer the bed topography beneath glaciers flows. Application to East Antarctica	3
Effective viscoelastic representation of gas-hydrate bearing sediments from finite-element harmonic experiments	3
Efficient well placement optimization under uncertainty using a virtual drilling procedure	3
The use of flow diagnostics to rank model ensembles	3
Well testing of radial jet drilling wells in geothermal reservoirs	3
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	3
3D reconstruction of porous media using a batch normalized variational auto-encoder	3
Towards HPC simulations of billion-cell reservoirs by multiscale mixed methods	3
Well-testing based turbidite lobes modeling using the ensemble smoother with multiple data assimilation	3
Domain decomposition methods to model heat exchanges between a well and a rock mass	3
TOUGH3-FLAC3D: a modeling approach for parallel computing of fluid flow and geomechanics	3
Biogeochemical cycling of heavy metals in lake sediments: impact of multispecies diffusion and electrostatic effects	3
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	3
Upwinding and artificial viscosity for robust discontinuous Galerkin schemes of two-phase flow in mass conservation form	3
Huff-n-Puff (HNP) design for shale reservoirs using local dual-porosity, dual-permeability compositional simulation	3
Guest Editorial to the special issue: Computational mathematics aspects of flow and mechanics of porous media	3
Conditioning surface-based geological models to well data using artificial neural networks	3
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	3
Combustion in miscible displacement for high-pressure air injection	3
Data assimilation with soft constraints (DASC) through a generalized iterative ensemble smoother	3
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	3
Distributed quasi-Newton derivative-free optimization method for optimization problems with multiple local optima	3
Domain decomposition and partitioning methods for mixed finite element discretizations of the Biot system of poroelasticity	3
Finite element modelling of geophysical electromagnetic data with goal-oriented hr-adaptivity	2
Impact of heterogeneity upon the accuracy of the Eikonal solution using the Fast Marching Method	2
Performance studies of the fixed stress split algorithm for immiscible two-phase flow coupled with linear poromechanics	2
A novel approach for subsurface characterization of coupled fluid flow and geomechanical deformation: the case of slightly compressible flows	2
3D pore space reconstruction using deep residual deconvolution networks	2
Global implicit solver for multiphase multicomponent flow in porous media with multiple gas components and general reactions	2
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	2

An active learning approach for improving the performance of equilibrium based chemical simulations	2
Multigrid solvers for multipoint flux approximations of the Darcy problem on rough quadrilateral grids	2
Online conservative generalized multiscale finite element method for highly heterogeneous flow models	2
A discontinuous Galerkin method for a diffuse-interface model of immiscible two-phase flows with soluble surfactant	2
A preliminary model for optimal control of moisture content in unsaturated soils	2
Adaptive generalized multiscale approximation of a mixed finite element method with velocity elimination	2
Stable mixed finite elements for linear elasticity with thin inclusions	2
A moving finite element framework for fast infiltration in nonlinear poroelastic media	2
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	2
Coastline matching via a graph-based approach	2
Structure exploiting methods for fast uncertainty quantification in multiphase flow through heterogeneous media	2
Inclusion of variable characteristic length in microemulsion flash calculations	2
Application of machine learning to characterize gas hydrate reservoirs in Mackenzie Delta (Canada) and on the Alaska north slope (USA)	2
Non-classical flow modeling of spontaneous imbibition in spatially heterogeneous reservoirs	2
Prediction of permeability of porous media using optimized convolutional neural networks	2
Application of adaptive ANOVA and reduced basis methods to the stochastic Stokes-Brinkman problem	2
An inverse problem in an elastic domain with a crack : a fictitious domain approach	2
Convergence acceleration of iterative sequences for equilibrium chemistry computations	2
A data-driven non-linear assimilation framework with neural networks	2
An encoder-decoder deep surrogate for reverse time migration in seismic imaging under uncertainty	2
Dynamic PVT model for CO2-EOR black-oil simulations	2
An extended peridynamic bond-based constitutive model for simulation of crack propagation in rock-like materials	2
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	2
Objective-sensitive principal component analysis for high-dimensional inverse problems	2
Automated porosity estimation using CT-scans of extracted core data	2
A comparison of nonlinear extensions to the ensemble Kalman filter	2
Deep-learning-based upscaling method for geologic models via theory-guided convolutional neural network	2
Multiscale matrix-fracture transfer functions for naturally fractured reservoirs using an analytical, infinite conductivity, discrete fracture model	2
A practical method for well log data classification	2
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	2
On the effective diffusion in the Sierpiński carpet	2
Stability of a numerical scheme for methane transport in hydrate zone under equilibrium and non-equilibrium conditions	2
Efficient adjoint-based well-placement optimization using flow diagnostics proxies	2
A robust, multi-solution framework for well placement and control optimization	2
Probability elicitation using geostatistics in hydrocarbon exploration	2