Computational Geosciences

Article	Citations
PorePy: an open-source software for simulation of multiphysics processes in fractured porous media	73
Geological Facies modeling based on progressive growing of generative adversarial networks (GANs)	50
The LBPM software package for simulating multiphase flow on digital images of porous rocks	43
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	39
U-net generative adversarial network for subsurface facies modeling	34
Recent developments combining ensemble smoother and deep generative networks for facies history matching	32
Application of an improved P(m)-SOR iteration method for flow in partially saturated soils	30
Deep learning for lithological classification of carbonate rock micro-CT images	28
Benchmark study for the simulation of Underground Hydrogen Storage operations	25
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	22
Introduction to the special issue: Overview of OLYMPUS Optimization Benchmark Challenge	18
Data-space inversion using a recurrent autoencoder for time-series parameterization	18
Prediction of gas hydrate saturation using machine learning and optimal set of well-logs	18
RockGPT: reconstructing three-dimensional digital rocks from single two-dimensional slice with deep learning	18
Novel iterative ensemble smoothers derived from a class of generalized cost functions	16
FDwave3D: a MATLAB solver for the 3D anisotropic wave equation using the finite-difference method	15
On multicomponent gas diffusion and coupling concepts for porous media and free flow: a benchmark study	14
Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management	14
Uncertainty quantification for uranium production in mining exploitation by In Situ Recovery	13
A fully-implicit parallel framework for complex reservoir simulation with mimetic finite difference discretization and operator-based linearization	13
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	13
Optimization of subsurface CO2 injection based on neural network surrogate modeling	12
Trajectory prediction based on long short-term memory network and Kalman filter using hurricanes as an example	12
A model for discrete fracture-clay rock interaction incorporating electrostatic effects on transport	12
TOUGH3-FLAC3D: a modeling approach for parallel computing of fluid flow and geomechanics	11

Mathematical properties of the foam flow in porous media	11
Reactive transport modeling in heterogeneous porous media with dynamic mesh optimization	11
Leveraging HPC accelerator architectures with modern techniques — hydrologic modeling on GPUs with ParFlow	11
Seismic inversion with deep learning	11
Investigation of thermal-hydro-mechanical coupled fracture propagation considering rock damage	10
An adaptive moment estimation framework for well placement optimization	10
A novel methodological approach for land subsidence prediction through data assimilation techniques	9
Inexact methods for sequential fully implicit (SFI) reservoir simulation	9
A generic workflow of projection-based embedded discrete fracture model for flow simulation in porous media	9
Predicting plume spreading during CO2 geo-sequestration: benchmarking a new hybrid finite element–finite volume compositional simulator with asynchronous time marching	9
Use of low-fidelity models with machine-learning error correction for well placement optimization	9
Multiphase-field modelling of crack propagation in geological materials and porous media with Drucker-Prager plasticity	9
Conditioning generative adversarial networks on nonlinear data for subsurface flow model calibration and uncertainty quantification	8
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake	8
Well placement optimization using shuffled frog leaping algorithm	8
Forward modelling of geophysical electromagnetic data on unstructured grids using an adaptive mimetic finite-difference method	8
Multibody approach for reactive transport modeling in discontinuous-heterogeneous porous media	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
Modeling cesium migration through Opalinus clay: a benchmark for single- and multi-species sorption-diffusion models	8
An optimization approach for flow simulations in poro-fractured media with complex geometries	7
Surrogate-based Bayesian comparison of computationally expensive models: application to microbially induced calcite precipitation	7
Accelerating the multi-parameter least-squares reverse time migration using an appropriate preconditioner	7
2DNMR data inversion using locally adapted multi-penalty regularization	7
An efficient ensemble Kalman Filter implementation via shrinkage covariance matrix estimation: exploiting prior knowledge	7
Improving the computational efficiency of solving multisource 3-D airborne electromagnetic problems in complex geological media	7
A pore space reconstruction method of shale based on autoencoders and generative adversarial networks	7
Transient drainage volume characterization and flow simulation in reservoir models using the fast marching method	7
Comparison of the response to geometrical complexity of methods for unstationary simulations in discrete fracture networks with conforming, polygonal, and non-matching grids	7
High performance computing of 3D reactive multiphase flow in porous media: application to geological storage of CO2	7
Conditioning surface-based geological models to well data using artificial neural networks	6
Comparison study of phase-field and level-set method for three-phase systems including two minerals	6
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	6
Geological realism in Fluvial facies modelling with GAN under variable depositional conditions	6
An innovative geostatistical sediment trend analysis using geochemical data to highlight sediment sources and transport	6
Reconstruction of fluvial reservoirs using multiple-stage concurrent generative adversarial networks	6
Generating subsurface earth models using discrete representation learning and deep autoregressive network	6
Data-driven discovery of governing equations for transient heat transfer analysis	6
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	6
Injection profiling in horizontal wells using temperature warmback analysis	6
Numerical simulation for a incompressible miscible displacement problem using a reduced-order finite element method based on POD technique	6
Numerical simulation of crack propagation and coalescence in rock materials by the peridynamic method based on strain energy density theory	6
Evaluating the impact of increasing temperatures on changes in Soil Organic Carbon stocks: sensitivity analysis and non-standard discrete approximation	5
Derivative-free trust region optimization for robust well control under geological uncertainty	5
A comparison of nonlinear extensions to the ensemble Kalman filter	5
Dynamic PVT model for CO2-EOR black-oil simulations	5
Distributed quasi-Newton derivative-free optimization method for optimization problems with multiple local optima	5
Formulating the history matching problem with consistent error statistics	5
Randomized maximum likelihood based posterior sampling	5
Latent-space inversion (LSI): a deep learning framework for inverse mapping of subsurface flow data	5
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	5

Convergence of single rate and multirate undrained split iterative schemes for a fractured biot model	5
Using machine learning for model benchmarking and forecasting of depletion-induced seismicity in the Groningen gas field	5
BHPSO combined with statistical net hydrocarbon thickness map for well placement optimization under uncertainty	5
Towards HPC simulations of billion-cell reservoirs by multiscale mixed methods	5
A benchmark study on reactive two-phase flow in porous media: Part I - model description	5
Support-vector regression accelerated well location optimization: algorithm, validation, and field testing	5
Simulation of flow in deformable fractures using a quasi-Newton based partitioned coupling approach	5
Using a machine learning proxy for localization in ensemble data assimilation	5
Performance studies of the fixed stress split algorithm for immiscible two-phase flow coupled with linear poromechanics	5
Automated porosity estimation using CT-scans of extracted core data	4
Assessing an efficient hybrid of Monte Carlo technique (GSA-GLUE) in Uncertainty and Sensitivity Analysis of vanGenuchten Soil Moisture Characteristics Curve	4
On an efficient time scheme based on a new mathematical representation of thermodynamic equilibrium for multiphase compositional Darcy flows in porous media	4
Mapping natural fracture networks using geomechanical inferences from machine learning approaches	4
Acceleration of thermodynamic computations in fluid flow applications	4
Domain decomposition and partitioning methods for mixed finite element discretizations of the Biot system of poroelasticity	4
Flexible iterative ensemble smoother for calibration of perfect and imperfect models	4
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	4
Impact of geostatistical nonstationarity on convolutional neural network predictions	4
Upwinding and artificial viscosity for robust discontinuous Galerkin schemes of two-phase flow in mass conservation form	4
Huff-n-Puff (HNP) design for shale reservoirs using local dual-porosity, dual-permeability compositional simulation	4
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	4
Constrained iterative ensemble smoother for multi solution search assisted history matching	4
Application of machine learning to characterize gas hydrate reservoirs in Mackenzie Delta (Canada) and on the Alaska north slope (USA)	4
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	4
A virtual element method for the two-phase flow of immiscible fluids in porous media	4
3D reconstruction of porous media using a batch normalized variational auto-encoder	4
A preliminary model for optimal control of moisture content in unsaturated soils	3
Stable mixed finite elements for linear elasticity with thin inclusions	3
An extended peridynamic bond-based constitutive model for simulation of crack propagation in rock-like materials	3
A DEIM driven reduced basis method for the diffuse Stokes/Darcy model coupled at parametric phase-field interfaces	3
Guest Editorial to the special issue: Computational mathematics aspects of flow and mechanics of porous media	3
A practical method for well log data classification	3
Effective viscoelastic representation of gas-hydrate bearing sediments from finite-element harmonic experiments	3
The use of flow diagnostics to rank model ensembles	3
Well testing of radial jet drilling wells in geothermal reservoirs	3
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	3
Digital core image reconstruction based on residual self-attention generative adversarial networks	3
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	3
Hard enforcement of physics-informed neural network solutions of acoustic wave propagation	3
Well-testing based turbidite lobes modeling using the ensemble smoother with multiple data assimilation	3
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	3
Efficient well placement optimization under uncertainty using a virtual drilling procedure	3
Prediction of permeability of porous media using optimized convolutional neural networks	3
Data assimilation with soft constraints (DASC) through a generalized iterative ensemble smoother	3
Adaptive mesh refinement in locally conservative level set methods for multiphase fluid displacements in porous media	3
Impact of heterogeneity upon the accuracy of the Eikonal solution using the Fast Marching Method	3
Inclusion of variable characteristic length in microemulsion flash calculations	3
A quasi-Newton trust-region method for optimization under uncertainty using stochastic simplex approximate gradients	3
Physically-constrained data-driven inversions to infer the bed topography beneath glaciers flows. Application to East Antarctica	3
A discontinuous Galerkin method for a diffuse-interface model of immiscible two-phase flows with soluble surfactant	3
Multiscale matrix-fracture transfer functions for naturally fractured reservoirs using an analytical, infinite conductivity, discrete fracture model	3
A data-driven non-linear assimilation framework with neural networks	3
An inverse problem in an elastic domain with a crack : a fictitious domain approach	2
Fast robust optimization using bias correction applied to the mean model	2
Adaptive generalized multiscale approximation of a mixed finite element method with velocity elimination	2
The traveling wavefront for foam flow in two-layer porous media	2
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
3D pore space reconstruction using deep residual deconvolution networks	2
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	2
A posteriori error analysis of a Banach spaces-based fully mixed FEM for double-diffusive convection in a fluid-saturated porous medium	2
On the effective diffusion in the Sierpiński carpet	2
Objective-sensitive principal component analysis for high-dimensional inverse problems	2
Convergence acceleration of iterative sequences for equilibrium chemistry computations	2
Conditioning geological surfaces to horizontal wells	2
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	2
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	2
Iterative multilevel assimilation of inverted seismic data	2
An encoder-decoder deep surrogate for reverse time migration in seismic imaging under uncertainty	2
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	2
Fracture network flow prediction with uncertainty using physics-informed graph features	2
Sequential design strategy for kriging and cokriging-based machine learning in the context of reservoir history-matching	2
Neural spline flow multi-constraint NURBS method for three-dimensional automatic geological modeling with multiple constraints	2
Bayesian model evaluation for multiple scenarios	2
Guest editorial to the special issue: subsurface environmental simulation benchmarks	2
Structure exploiting methods for fast uncertainty quantification in multiphase flow through heterogeneous media	2
An active learning approach for improving the performance of equilibrium based chemical simulations	2
Application of diffuse source basis functions for improved near well upscaling	2
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	2
Online conservative generalized multiscale finite element method for highly heterogeneous flow models	2
Physics-constrained deep learning forecasting: an application with capacitance resistive model	2

Probability elicitation using geostatistics in hydrocarbon exploration	2
A robust, multi-solution framework for well placement and control optimization	2
Coastline matching via a graph-based approach	2
Deep-learning-based upscaling method for geologic models via theory-guided convolutional neural network	2
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	2
Meshing strategies for 3d geo-electromagnetic modeling in the presence of metallic infrastructure	2
Application of adaptive ANOVA and reduced basis methods to the stochastic Stokes-Brinkman problem	2
Global implicit solver for multiphase multicomponent flow in porous media with multiple gas components and general reactions	2
Efficient adjoint-based well-placement optimization using flow diagnostics proxies	2
Iterative solution methods for 3D controlled-source electromagnetic forward modelling of geophysical exploration scenarios	2
Stability of a numerical scheme for methane transport in hydrate zone under equilibrium and non-equilibrium conditions	2