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 2022-05-01 to 2026-05-01.)

Article	Citations
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	65
A natural Hessian approximation for ensemble based optimization	60
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	44
Bayesian model evaluation for multiple scenarios	40
A mineral precipitation model based on the volume of fluid method	31
Deep learning-aided image-oriented history matching of geophysical data	30
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	24
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	24
Unsupervised segmentation for sandstone thin section image analysis	23
Generating subsurface earth models using discrete representation learning and deep autoregressive network	21
The used of an intelligent data assimilation protocol for plume characterization of CO2 sequestration in saline aquifers	18
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	18
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	17
Benchmark study for the simulation of Underground Hydrogen Storage operations	17
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	16
Data-driven modelling with coarse-grid network models	15
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	15
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	14
A preliminary model for optimal control of moisture content in unsaturated soils	14
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	13
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	13
Performance-oriented parallel upscaling of river drainage networks for large data sets	12
Prediction of Horizontal Well Drill Bit Exit Using a DBSCAN–Transformer–Temporal Convolutional Network Approach	11
Special issue: selected contributions from the 18th European Conference on the Mathematics of Geological Reservoirs (ECMOR 2022)	10
Traveling wave solutions describing the foam flow in porous media for low surfactant concentration	10

Ensemble-regularized Kernel density estimation with applications to the ensemble Gaussian mixture filter	10
Conditioning geological surfaces to horizontal wells	10
Spectral-element modeling of the time-domain electromagnetic field in 3D geophysical anisotropic media	9
Application of machine learning to characterize gas hydrate reservoirs in Mackenzie Delta (Canada) and on the Alaska north slope (USA)	9
An integrated approach to derive relative permeability from capillary pressure	9
Generative data augmentation for metamorphic rock thin-section classification based on one-step diffusion model	8
Equivalent relative permeability curves of dual-continuum model to represent two-phase flow through karstified porous media	8
An intelligent multi-fidelity surrogate-assisted multi-objective reservoir production optimization method based on transfer stacking	8
Stochastic reconstruction of shale combining multi-scale generators and discriminators with attention mechanisms	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
Stochastic reconstruction of porous media based on attention mechanisms and multi-stage generative adversarial network	8
Sparrow search algorithm-driven clustering analysis of rock mass discontinuity sets	7
A hybrid stability analysis bypassing method for compositional simulation	7
An integrated framework for optimal monitoring and history matching in CO$$_{2}$$ storage projects	7
A 2D numerical model for simulation of cohesive sediment transport	7
Fast and automatic full waveform inversion by dual augmented Lagrangian	7
Adaptive regularization for the Richards equation	7
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	7
Nonlinear domain-decomposition preconditioning for robust and efficient field-scale simulation of subsurface flow	7
Consistent prediction of well paths and geological surfaces	7
Correction to: Sequential fully implicit newton method for flow and transport with natural black-oil formulation	7
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	6
3D reconstruction of porous media using a batch normalized variational auto-encoder	6
Efficient multi-scale image reconstruction of heterogeneous rocks with unresolved porosity using octree structures	6
Stochastic pix2vid: A new spatiotemporal deep learning method for image-to-video synthesis in geologic CO$$_2$$ storage prediction	6
Influence of fluid dynamics on flow and transport in natural fracture networks	6
A post-processing solution to restore numerical consistency for classical flow routing algorithms	6
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	6
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	6
Towards complex seismic layers: A vision Transformer approach to full waveform inversion	6
Multi-objective optimization of subsurface $$\text {CO}_{2}$$ capture, utilization, and storage using sequential quadratic programming with stochastic gradients	6
Surrogate-assisted distributed swarm optimisation for computationally expensive geoscientific models	6
Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface	6
Weighted ensemble transfer learning with EfficientNet: Advancing salt body segmentation in seismic imaging	6
The method of forced probabilities: a computation trick for Bayesian model evidence	6
Derivative-free search approaches for optimization of well inflow control valves and controls	6
An enhanced V-cycle MgNet model for operator learning in numerical partial differential equations	5
Downscaling using CDAnet under observational and model noise: the Rayleigh-Bénard convection paradigm	5
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	5
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	5
Enhancing computational efficiency of numerical simulation for subsurface fluid-induced deformation using deep learning reduced order models	5
Wind-powered reservoir management with application to robust multi-objective optimization	5
Impact of geostatistical nonstationarity on convolutional neural network predictions	5
Comparison of model initialization methods in machine learning for thin-section rock image classification	5
Two-phase flow in heterogeneous porous media based on Brinkman and Darcy models	5
Contact algorithm of the material point method and comparison with the finite element method	5
Neural networks for source mechanism inversion from surface microseismic data	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
Three-dimensional numerical modeling of natural convection in underground cavities connected to the surface by a well	5
Large-scale simulations of wormhole growth in dissolving porous media using lattice Boltzmann method	5

Fracture network flow prediction with uncertainty using physics-informed graph features	4
Analysis of earthquake hypocenter characteristics using chaos game representation	4
High-speed algorithm for computing the inflow to multiple-fractured horizontal wells using stream tubes	4
Implicit time discretisation as a potential avenue to achieve full coupling between shallow water flow and bedload transport	4
Design of optimal operational parameters for steam-alternating-solvent processes in heterogeneous reservoirs – A multi-objective optimization approach	4
NetXtractor: an efficient algorithm for pore network extraction from porous media images	4
Covariogram ranges for approximate global sensitivity analysis	4
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	4
Predicting earthquake damage using a PAR-CGA: parallel cost-sensitive genetic algorithm- based rule classifier	4
Towards practical artificial intelligence in Earth sciences	4
Numerical stabilization of coupled wellbore-reservoir multiphase hydrodynamic solution by a contracting operator	4
Source localization in subsurface aquifers based on conservation data by learning a Gaussian kernel	4
Robust inversion of 1D magnetotelluric data using the Huber loss function	4
Gaining pore-scale insights into relative permeability curves of two-phase flows in porous media: a modified LBM study	4
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	4
Modeling alterations in relative permeability curves due to salinity using artificial neural networks	4
Multi-asset closed-loop reservoir management using deep reinforcement learning	4
Covariance scaling: Theory, extension, and applications to ensemble-based history matching	4
Sequential fully implicit newton method for flow and transport with natural black-oil formulation	4
Scaling theory of incompressible two phase flow in porous media with tensor permeabilities	4
A discrete fracture matrix framework for simulating single-phase flow and non-isothermal reactive transport	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
Estimation of distribution algorithms for well placement optimization in petroleum fields	3
Robustness and efficiency of iteration schemes for variably saturated flow across the range of soils, initial and boundary conditions found in practice	3
Correction to: Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Beyond random forest: how spatial bagging and spatial random forest dominate for subsurface applications?	3
Coupling direct poroelastic modelling with deep learning for seismic inversion	3
A multi-aggregator graph neural network for backbone exaction of fracture networks	3
Sensitivity analysis of the MCRF model to different transiogram joint modeling methods for simulating categorical spatial variables	3
Marginalized iterative ensemble smoothers for data assimilation	3
Stacked ensemble model for reservoir characterisation to predict log properties from seismic signals	3
A numerical model for offshore Geological Carbon Storage (GCS) undergoing hydrate formation	3
Algebraic flux correction finite element method with semi-implicit time stepping for solute transport in fractured porous media	3
Nonlinearly constrained well placement optimization for geologic CO$$_{2}$$ storage using Iterative Latin Hypercube Sampling	3
Bayesian inference of numerical modeling-based morphodynamics: Application to a dam-break over a mobile bed experiment	3
Prediction of permeability of porous media using optimized convolutional neural networks	3
Acknowledgement for Reviewers for 2022	3
Damage evolution characteristics of natural fractures during hydraulic fracturing process: A peridynamic hydro-mechanical coupling model	3
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Less-Intrusive Consistent Discretization Methods for Reservoir Simulation on Cut-cell Grids – Algorithms, Implementation, and Testing	3
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	3
Optimizing convergence: GMRES preconditioner for Darcy flow problem in a fracture network	3
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	3
Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation	3
Comparative calibration of 1D+2D and 3D hydrogeological watershed models	3
Deep learning surrogate for predicting hydraulic conductivity tensors from stochastic discrete fracture-matrix models	2
A MSLEFT-Transformer precipitation forecasting method fusing multi-scale spatial and temporal features	2
Three-dimension coupling model to simulate water flow, sediment transport with different properties and bed evolution: Numerical study	2
Evaluating the impact of increasing temperatures on changes in Soil Organic Carbon stocks: sensitivity analysis and non-standard discrete approximation	2
Parameterizing the fluid forces on limpet shells in unidirectional flow	2
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	2
Particularity of fluid flow in highly heterogeneous stochastic porous media	2
Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation	2
Medial Access Path Search (MAPS) for pore-network extraction	2
Characterization of wormhole dissolution in rough fracture with different fractal dimensions	2
Three-phase equilibrium in a GPU-based compositional reservoir simulator	2
Minimum acceptance criteria for subsurface scenario-based uncertainty models from single image generative adversarial networks (SinGAN)	2
Theoretical results on a block preconditioner used in ice-sheet modeling: eigenvalue bounds for singular power-law fluids	2
Neural spline flow multi-constraint NURBS method for three-dimensional automatic geological modeling with multiple constraints	2
Numerical simulation of multiscale fault systems with rate- and state-dependent friction	2
Implementation of Soreide and Whitson EoS in a GPU-based reservoir simulator	2
Improvements in the genetic algorithm inversion of receiver functions using extinction and a new selection approach	2
A sensitivity analysis of the impact of shut-in water cut of reactive control on net present value of waterflooding under reservoir uncertainty	2
Solving Biot poroelasticity by coupling OPM Flow with the two-point stress approximation finite volume method	2
A generic workflow of projection-based embedded discrete fracture model for flow simulation in porous media	2
Multiple data assimilation as an approximate maximum a posteriori estimator	2
Solving the fixed gravimetric boundary value problem by the finite element method using mapped infinite elements.	2
Identification of moving sources in stochastic flow fields: A bayesian inferential approach with application to marine traffic in the mediterranean sea	2
Modeling low saline carbonated water flooding including surface complexes	2
A novel approach to advancing the application of genetic algorithms in sequential seismic inversion	2
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
Correlation analysis: application of DFA and DCCA in well log profiles	2
A generalized time-domain velocity-stress seismic wave equation for composite viscoelastic media with a topographic relief and an irregular seabed	2