OOIR: Observatory of International Research

Papers

(The TQCC of Computational Geosciences is 5. 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 2020-10-01 to 2024-10-01.)

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
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
Introduction to the special issue: Overview of OLYMPUS Optimization Benchmark Challenge	18
Data-space inversion using a recurrent autoencoder for time-series parameterization	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
Convolutional – recurrent neural network proxy for robust optimization and closed-loop reservoir management	14
On multicomponent gas diffusion and coupling concepts for porous media and free flow: a benchmark study	14
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	13
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
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
Optimization of subsurface CO2 injection based on neural network surrogate modeling	12
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
TOUGH3-FLAC3D: a modeling approach for parallel computing of fluid flow and geomechanics	11
An adaptive moment estimation framework for well placement optimization	10
Investigation of thermal-hydro-mechanical coupled fracture propagation considering rock damage	10
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
A novel methodological approach for land subsidence prediction through data assimilation techniques	9
Inexact methods for sequential fully implicit (SFI) reservoir simulation	9
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
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
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
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
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
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
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

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