OOIR: Observatory of International Research

Papers

(The TQCC of Computational Geosciences is 6. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-04-01 to 2024-04-01.)

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)	43
Convolutional neural networks (CNN) for feature-based model calibration under uncertain geologic scenarios	40
Rapid estimation of permeability from digital rock using 3D convolutional neural network	37
A deep learning approach to the inversion of borehole resistivity measurements	37
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	36
The LBPM software package for simulating multiphase flow on digital images of porous rocks	36
Recent developments combining ensemble smoother and deep generative networks for facies history matching	30
A deep learning perspective on predicting permeability in porous media from network modeling to direct simulation	30
Generative adversarial network as a stochastic subsurface model reconstruction	30
Modeling, simulation, and optimization of geothermal energy production from hot sedimentary aquifers	28
U-net generative adversarial network for subsurface facies modeling	28
Application of an improved P(m)-SOR iteration method for flow in partially saturated soils	26
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	24
Investigation of thermal-induced damage in fractured rock mass by coupled FEM-DEM method	22
Coupled thermal–hydraulic–mechanical–chemical modeling for permeability evolution of rocks through fracture generation and subsequent sealing	22
Deep learning for lithological classification of carbonate rock micro-CT images	20
Microscale mechanical modeling of deformable geomaterials with dynamic contacts based on the numerical manifold method	20
Phase-field modeling of hydraulic fracture network propagation in poroelastic rocks	19
Prediction of gas hydrate saturation using machine learning and optimal set of well-logs	17
A staggered finite element procedure for the coupled Stokes-Biot system with fluid entry resistance	17
Introduction to the special issue: Overview of OLYMPUS Optimization Benchmark Challenge	17
Brittle anisotropic fracture propagation in quartz sandstone: insights from phase-field simulations	16
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	16

A macroelement stabilization for mixed finite element/finite volume discretizations of multiphase poromechanics	16
Novel iterative ensemble smoothers derived from a class of generalized cost functions	15
Benchmark study for the simulation of Underground Hydrogen Storage operations	14
Efficient and data-driven prediction of water breakthrough in subsurface systems using deep long short-term memory machine learning	14
Data-space inversion using a recurrent autoencoder for time-series parameterization	13
Fully-automated adaptive mesh refinement for media embedding complex heterogeneities: application to poroelastic fluid pressure diffusion	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
FDwave3D: a MATLAB solver for the 3D anisotropic wave equation using the finite-difference method	12
Accuracy of fully coupled and sequential approaches for modeling hydro- and geomechanical processes	12
Consensus optimization of total variation–based reverse time migration	12
Reactive transport modeling in heterogeneous porous media with dynamic mesh optimization	11
Trajectory prediction based on long short-term memory network and Kalman filter using hurricanes as an example	11
Field development optimization using a sequence of surrogate treatments	11
A stabilized hybrid mixed finite element method for poroelasticity	11
RockGPT: reconstructing three-dimensional digital rocks from single two-dimensional slice with deep learning	10
Uncertainty quantification for uranium production in mining exploitation by In Situ Recovery	10
Leveraging HPC accelerator architectures with modern techniques — hydrologic modeling on GPUs with ParFlow	10
A model for discrete fracture-clay rock interaction incorporating electrostatic effects on transport	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
Inexact methods for sequential fully implicit (SFI) reservoir simulation	9
Block preconditioners for mixed-dimensional discretization of flow in fractured porous media	9
Application of arbitrary polynomial chaos (aPC) expansion for global sensitivity analysis of mineral dissolution and precipitation modeling under geologic carbon storage conditions	9
Optimization of subsurface CO2 injection based on neural network surrogate modeling	9
Mathematical properties of the foam flow in porous media	9
A fully-implicit parallel framework for complex reservoir simulation with mimetic finite difference discretization and operator-based linearization	8
An efficient parallel algorithm for 3D magnetotelluric modeling with edge-based finite element	8
Seismic inversion with deep learning	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
Multiphase-field modelling of crack propagation in geological materials and porous media with Drucker-Prager plasticity	8
Conditioning generative adversarial networks on nonlinear data for subsurface flow model calibration and uncertainty quantification	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
Finite-volume simulation of capillary-dominated flow in matrix-fracture systems using interface conditions	7
Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management	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
Approximate inverse-based block preconditioners in poroelasticity	7
Forward modelling of geophysical electromagnetic data on unstructured grids using an adaptive mimetic finite-difference method	7
Surrogate-based Bayesian comparison of computationally expensive models: application to microbially induced calcite precipitation	7
Applying kriging proxies for Markov chain Monte Carlo in reservoir simulation	6
An optimization approach for flow simulations in poro-fractured media with complex geometries	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
Reconstruction of fluvial reservoirs using multiple-stage concurrent generative adversarial networks	6
A pore space reconstruction method of shale based on autoencoders and generative adversarial networks	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
High performance computing of 3D reactive multiphase flow in porous media: application to geological storage of CO2	6
Ensemble-based well trajectory and drilling schedule optimization—application to the Olympus benchmark model	6
Physics-informed machine learning for backbone identification in discrete fracture networks	6
Numerical simulation for a incompressible miscible displacement problem using a reduced-order finite element method based on POD technique	6
Iterative geostatistical seismic inversion incorporating local anisotropies	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
An adaptive moment estimation framework for well placement optimization	6