OOIR: Observatory of International Research

Papers

(The median citation count of Computational Geosciences is 2. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Domain decomposition and partitioning methods for mixed finite element discretizations of the Biot system of poroelasticity	39
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	33
A natural Hessian approximation for ensemble based optimization	32
A one-dimensional local discontinuous Galerkin Richards’ equation solution with dual-time stepping	27
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	23
A mineral precipitation model based on the volume of fluid method	22
Bayesian model evaluation for multiple scenarios	20
Huff-n-Puff (HNP) design for shale reservoirs using local dual-porosity, dual-permeability compositional simulation	19
Deep learning-aided image-oriented history matching of geophysical data	19
Data-driven modelling with coarse-grid network models	17
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	16
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	16
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	16
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	15
Adaptive generalized multiscale approximation of a mixed finite element method with velocity elimination	14
Unsupervised segmentation for sandstone thin section image analysis	14
Generating subsurface earth models using discrete representation learning and deep autoregressive network	14
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	14
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	13
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	12
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake	12
Acknowledgement for reviewers for 2021	12
Benchmark study for the simulation of Underground Hydrogen Storage operations	12
Application of diffuse source basis functions for improved near well upscaling	11
Ensemble-regularized Kernel density estimation with applications to the ensemble Gaussian mixture filter	11

A preliminary model for optimal control of moisture content in unsaturated soils	10
Capillary hysteresis and gravity segregation in two phase flow through porous media	10
Conditioning geological surfaces to horizontal wells	10
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	10
An active learning approach for improving the performance of equilibrium based chemical simulations	9
Traveling wave solutions describing the foam flow in porous media for low surfactant concentration	9
Efficient well placement optimization under uncertainty using a virtual drilling procedure	9
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	9
A fully-implicit parallel framework for complex reservoir simulation with mimetic finite difference discretization and operator-based linearization	9
Special issue: selected contributions from the 18th European Conference on the Mathematics of Geological Reservoirs (ECMOR 2022)	9
An integrated framework for optimal monitoring and history matching in CO$$_{2}$$ storage projects	8
Determining optimal controls placed on injection/production wells during waterflooding in heterogeneous oil reservoirs using artificial neural network models and multi-objective genetic algorithm	8
Multiscale matrix-fracture transfer functions for naturally fractured reservoirs using an analytical, infinite conductivity, discrete fracture model	8
Spectral-element modeling of the time-domain electromagnetic field in 3D geophysical anisotropic media	7
An intelligent multi-fidelity surrogate-assisted multi-objective reservoir production optimization method based on transfer stacking	7
Guest editorial to the special issue: subsurface environmental simulation benchmarks	7
Adaptive regularization for the Richards equation	7
A spatio-temporal process visualization approach for wind features	7
Stochastic reconstruction of shale combining multi-scale generators and discriminators with attention mechanisms	7
Consistent prediction of well paths and geological surfaces	7
Stochastic reconstruction of porous media based on attention mechanisms and multi-stage generative adversarial network	7
Application of machine learning to characterize gas hydrate reservoirs in Mackenzie Delta (Canada) and on the Alaska north slope (USA)	7
An integrated approach to derive relative permeability from capillary pressure	7
A 2D numerical model for simulation of cohesive sediment transport	7
Correction to: Sequential fully implicit newton method for flow and transport with natural black-oil formulation	7
A hybrid stability analysis bypassing method for compositional simulation	6
Towards HPC simulations of billion-cell reservoirs by multiscale mixed methods	6
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	6
Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface	6
Nonlinear domain-decomposition preconditioning for robust and efficient field-scale simulation of subsurface flow	6
Surrogate-assisted distributed swarm optimisation for computationally expensive geoscientific models	6
Multi-objective optimization of subsurface $$\text {CO}_{2}$$ capture, utilization, and storage using sequential quadratic programming with stochastic gradients	6
A post-processing solution to restore numerical consistency for classical flow routing algorithms	6
Sparrow search algorithm-driven clustering analysis of rock mass discontinuity sets	6
Correction to: A spatio-temporal process visualization approach for wind features	6
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	6
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	6
Exponential time differencing for problems without natural stiffness separation	5
3D reconstruction of porous media using a batch normalized variational auto-encoder	5
Contact algorithm of the material point method and comparison with the finite element method	5
Influence of fluid dynamics on flow and transport in natural fracture networks	5
Data assimilation with soft constraints (DASC) through a generalized iterative ensemble smoother	5
Probability elicitation using geostatistics in hydrocarbon exploration	5
Derivative-free search approaches for optimization of well inflow control valves and controls	5
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	5
A virtual element method for the two-phase flow of immiscible fluids in porous media	5
Convergence of single rate and multirate undrained split iterative schemes for a fractured biot model	5
Application of supervised machine learning to assess and manage fluid-injection-induced seismicity hazards based on the Montney region of northeastern British Columbia	5
Neural networks for source mechanism inversion from surface microseismic data	5
Efficient multi-scale image reconstruction of heterogeneous rocks with unresolved porosity using octree structures	5

The method of forced probabilities: a computation trick for Bayesian model evidence	5
An enhanced V-cycle MgNet model for operator learning in numerical partial differential equations	5
Stochastic pix2vid: A new spatiotemporal deep learning method for image-to-video synthesis in geologic CO$$_2$$ storage prediction	5
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	5
High-speed algorithm for computing the inflow to multiple-fractured horizontal wells using stream tubes	4
Impact of geostatistical nonstationarity on convolutional neural network predictions	4
A pore space reconstruction method of shale based on autoencoders and generative adversarial networks	4
A new finite volume scheme with gradient transfer method for solving diffusion problems on the distorted hexahedral meshes	4
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	4
Robust inversion of 1D magnetotelluric data using the Huber loss function	4
Downscaling using CDAnet under observational and model noise: the Rayleigh-Bénard convection paradigm	4
Three-dimensional numerical modeling of natural convection in underground cavities connected to the surface by a well	4
Multi-asset closed-loop reservoir management using deep reinforcement learning	4
Design of optimal operational parameters for steam-alternating-solvent processes in heterogeneous reservoirs – A multi-objective optimization approach	4
Reconstruction of fluvial reservoirs using multiple-stage concurrent generative adversarial networks	4
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	4
Two-phase flow in heterogeneous porous media based on Brinkman and Darcy models	4
Modeling alterations in relative permeability curves due to salinity using artificial neural networks	4
Analysis of earthquake hypocenter characteristics using chaos game representation	4
Towards practical artificial intelligence in Earth sciences	4
Physically-constrained data-driven inversions to infer the bed topography beneath glaciers flows. Application to East Antarctica	4
Performance studies of the fixed stress split algorithm for immiscible two-phase flow coupled with linear poromechanics	3
Fracture network flow prediction with uncertainty using physics-informed graph features	3
Sequential fully implicit newton method for flow and transport with natural black-oil formulation	3
Estimation of distribution algorithms for well placement optimization in petroleum fields	3
Algebraic flux correction finite element method with semi-implicit time stepping for solute transport in fractured porous media	3
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Iterative multilevel assimilation of inverted seismic data	3
Correction to: Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Model-based characterization of permeability damage control through inhibitor injection under parametric uncertainty	3
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	3
Damage evolution characteristics of natural fractures during hydraulic fracturing process: A peridynamic hydro-mechanical coupling model	3
A numerical model for offshore Geological Carbon Storage (GCS) undergoing hydrate formation	3
Robustness and efficiency of iteration schemes for variably saturated flow across the range of soils, initial and boundary conditions found in practice	3
Stacked ensemble model for reservoir characterisation to predict log properties from seismic signals	3
Surrogate-based Bayesian comparison of computationally expensive models: application to microbially induced calcite precipitation	3
Covariogram ranges for approximate global sensitivity analysis	3
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	3
Source localization in subsurface aquifers based on conservation data by learning a Gaussian kernel	3
Well placement optimization using shuffled frog leaping algorithm	3
Less-Intrusive Consistent Discretization Methods for Reservoir Simulation on Cut-cell Grids – Algorithms, Implementation, and Testing	3
Geological realism in Fluvial facies modelling with GAN under variable depositional conditions	3
Hybrid Neural Network - Variational Data Assimilation algorithm to infer river discharges from SWOT-like data	3
Marginalized iterative ensemble smoothers for data assimilation	3
Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation	2
Implementation of Soreide and Whitson EoS in a GPU-based reservoir simulator	2
A novel methodological approach for land subsidence prediction through data assimilation techniques	2
Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation	2
Conditioning generative adversarial networks on nonlinear data for subsurface flow model calibration and uncertainty quantification	2
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	2
Stability of a numerical scheme for methane transport in hydrate zone under equilibrium and non-equilibrium conditions	2
Objective-sensitive principal component analysis for high-dimensional inverse problems	2
Sequential design strategy for kriging and cokriging-based machine learning in the context of reservoir history-matching	2
Parameterizing the fluid forces on limpet shells in unidirectional flow	2
Latent-space inversion (LSI): a deep learning framework for inverse mapping of subsurface flow data	2
Numerical simulation of multiscale fault systems with rate- and state-dependent friction	2
A discontinuous Galerkin method for a diffuse-interface model of immiscible two-phase flows with soluble surfactant	2
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	2
Prediction of permeability of porous media using optimized convolutional neural networks	2
Comparative calibration of 1D+2D and 3D hydrogeological watershed models	2
Compositional effects in thermal, compositional and reactive simulation	2
A multi-timestep Dirichlet-Neumann domain decomposition method applied to the polymer injection in porous media	2
Acknowledgement for Reviewers for 2022	2
Improvements in the genetic algorithm inversion of receiver functions using extinction and a new selection approach	2
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
Sensitivity analysis of the MCRF model to different transiogram joint modeling methods for simulating categorical spatial variables	2
Evaluation of oil Wells performance ranking in high water cut stage	2
A comparison of nonlinear extensions to the ensemble Kalman filter	2
Global implicit solver for multiphase multicomponent flow in porous media with multiple gas components and general reactions	2
Application of an improved P(m)-SOR iteration method for flow in partially saturated soils	2
A multi-aggregator graph neural network for backbone exaction of fracture networks	2
Optimizing convergence: GMRES preconditioner for Darcy flow problem in a fracture network	2
A discrete fracture matrix framework for simulating single-phase flow and non-isothermal reactive transport	2
A stable space-time FE method for the shallow water equations	2
Medial Access Path Search (MAPS) for pore-network extraction	2
Correlation analysis: application of DFA and DCCA in well log profiles	2