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

Article	Citations
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	61
A natural Hessian approximation for ensemble based optimization	50
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	40
Bayesian model evaluation for multiple scenarios	35
Huff-n-Puff (HNP) design for shale reservoirs using local dual-porosity, dual-permeability compositional simulation	28
A mineral precipitation model based on the volume of fluid method	27
Deep learning-aided image-oriented history matching of geophysical data	24
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	23
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	22
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	22
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	21
Generating subsurface earth models using discrete representation learning and deep autoregressive network	19
Data-driven modelling with coarse-grid network models	16
Unsupervised segmentation for sandstone thin section image analysis	16
The used of an intelligent data assimilation protocol for plume characterization of CO2 sequestration in saline aquifers	15
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	15
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake	14
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	14
Benchmark study for the simulation of Underground Hydrogen Storage operations	14
Application of diffuse source basis functions for improved near well upscaling	13
Acknowledgement for reviewers for 2021	13
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	13
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	12
A preliminary model for optimal control of moisture content in unsaturated soils	12
Traveling wave solutions describing the foam flow in porous media for low surfactant concentration	12

Ensemble-regularized Kernel density estimation with applications to the ensemble Gaussian mixture filter	11
Conditioning geological surfaces to horizontal wells	11
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	11
Determining optimal controls placed on injection/production wells during waterflooding in heterogeneous oil reservoirs using artificial neural network models and multi-objective genetic algorithm	10
An integrated approach to derive relative permeability from capillary pressure	10
Stochastic reconstruction of shale combining multi-scale generators and discriminators with attention mechanisms	10
Special issue: selected contributions from the 18th European Conference on the Mathematics of Geological Reservoirs (ECMOR 2022)	10
An intelligent multi-fidelity surrogate-assisted multi-objective reservoir production optimization method based on transfer stacking	9
An active learning approach for improving the performance of equilibrium based chemical simulations	9
Stochastic reconstruction of porous media based on attention mechanisms and multi-stage generative adversarial network	9
Spectral-element modeling of the time-domain electromagnetic field in 3D geophysical anisotropic media	9
Adaptive regularization for the Richards equation	9
Fast and automatic full waveform inversion by dual augmented Lagrangian	8
Correction to: Sequential fully implicit newton method for flow and transport with natural black-oil formulation	8
Consistent prediction of well paths and geological surfaces	8
Application of machine learning to characterize gas hydrate reservoirs in Mackenzie Delta (Canada) and on the Alaska north slope (USA)	8
Nonlinear domain-decomposition preconditioning for robust and efficient field-scale simulation of subsurface flow	8
An integrated framework for optimal monitoring and history matching in CO$$_{2}$$ storage projects	8
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	7
Automatic reconstruction method of 3D geological models based on deep convolutional generative adversarial networks	7
Sparrow search algorithm-driven clustering analysis of rock mass discontinuity sets	7
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	7
Surrogate-assisted distributed swarm optimisation for computationally expensive geoscientific models	7
Weighted ensemble transfer learning with EfficientNet: Advancing salt body segmentation in seismic imaging	7
A hybrid stability analysis bypassing method for compositional simulation	7
A post-processing solution to restore numerical consistency for classical flow routing algorithms	7
Towards HPC simulations of billion-cell reservoirs by multiscale mixed methods	7
Multi-objective optimization of subsurface $$\text {CO}_{2}$$ capture, utilization, and storage using sequential quadratic programming with stochastic gradients	7
A 2D numerical model for simulation of cohesive sediment transport	7
3D reconstruction of porous media using a batch normalized variational auto-encoder	6
Derivative-free search approaches for optimization of well inflow control valves and controls	6
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	6
Efficient multi-scale image reconstruction of heterogeneous rocks with unresolved porosity using octree structures	6
The method of forced probabilities: a computation trick for Bayesian model evidence	6
Towards complex seismic layers: A vision Transformer approach to full waveform inversion	6
Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface	6
Stochastic pix2vid: A new spatiotemporal deep learning method for image-to-video synthesis in geologic CO$$_2$$ storage prediction	5
A virtual element method for the two-phase flow of immiscible fluids in porous media	5
Influence of fluid dynamics on flow and transport in natural fracture networks	5
Two-phase flow in heterogeneous porous media based on Brinkman and Darcy models	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
Data assimilation with soft constraints (DASC) through a generalized iterative ensemble smoother	5
Convergence of single rate and multirate undrained split iterative schemes for a fractured biot model	5
Neural networks for source mechanism inversion from surface microseismic data	5
Downscaling using CDAnet under observational and model noise: the Rayleigh-Bénard convection paradigm	5
Three-dimensional numerical modeling of natural convection in underground cavities connected to the surface by a well	5
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	5
Comparison of model initialization methods in machine learning for thin-section rock image classification	5
Wind-powered reservoir management with application to robust multi-objective optimization	5
An enhanced V-cycle MgNet model for operator learning in numerical partial differential equations	5

Contact algorithm of the material point method and comparison with the finite element method	5
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	5
Impact of geostatistical nonstationarity on convolutional neural network predictions	5
Modeling alterations in relative permeability curves due to salinity using artificial neural networks	4
Source localization in subsurface aquifers based on conservation data by learning a Gaussian kernel	4
Predicting earthquake damage using a PAR-CGA: parallel cost-sensitive genetic algorithm- based rule classifier	4
Numerical stabilization of coupled wellbore-reservoir multiphase hydrodynamic solution by a contracting operator	4
Design of optimal operational parameters for steam-alternating-solvent processes in heterogeneous reservoirs – A multi-objective optimization approach	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
Multi-asset closed-loop reservoir management using deep reinforcement learning	4
A new finite volume scheme with gradient transfer method for solving diffusion problems on the distorted hexahedral meshes	4
Towards practical artificial intelligence in Earth sciences	4
Gaining pore-scale insights into relative permeability curves of two-phase flows in porous media: a modified LBM study	3
Fracture network flow prediction with uncertainty using physics-informed graph features	3
Robust inversion of 1D magnetotelluric data using the Huber loss function	3
Iterative multilevel assimilation of inverted seismic data	3
Damage evolution characteristics of natural fractures during hydraulic fracturing process: A peridynamic hydro-mechanical coupling model	3
A discrete fracture matrix framework for simulating single-phase flow and non-isothermal reactive transport	3
Optimizing convergence: GMRES preconditioner for Darcy flow problem in a fracture network	3
Geological realism in Fluvial facies modelling with GAN under variable depositional conditions	3
Less-Intrusive Consistent Discretization Methods for Reservoir Simulation on Cut-cell Grids – Algorithms, Implementation, and Testing	3
Marginalized iterative ensemble smoothers for data assimilation	3
A numerical model for offshore Geological Carbon Storage (GCS) undergoing hydrate formation	3
NetXtractor: an efficient algorithm for pore network extraction from porous media images	3
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	3
Model-based characterization of permeability damage control through inhibitor injection under parametric uncertainty	3
Stacked ensemble model for reservoir characterisation to predict log properties from seismic signals	3
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	3
Robustness and efficiency of iteration schemes for variably saturated flow across the range of soils, initial and boundary conditions found in practice	3
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Hybrid Neural Network - Variational Data Assimilation algorithm to infer river discharges from SWOT-like data	3
Covariogram ranges for approximate global sensitivity analysis	3
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	3
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	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
Correction to: Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Nonlinearly constrained well placement optimization for geologic CO$$_{2}$$ storage using Iterative Latin Hypercube Sampling	3
A multi-timestep Dirichlet-Neumann domain decomposition method applied to the polymer injection in porous media	3
Algebraic flux correction finite element method with semi-implicit time stepping for solute transport in fractured porous media	3
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
Identification of moving sources in stochastic flow fields: A bayesian inferential approach with application to marine traffic in the mediterranean sea	2
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	2
A comparison of nonlinear extensions to the ensemble Kalman filter	2
Coupling direct poroelastic modelling with deep learning for seismic inversion	2
Global implicit solver for multiphase multicomponent flow in porous media with multiple gas components and general reactions	2
Implementation of Soreide and Whitson EoS in a GPU-based reservoir simulator	2
Sequential design strategy for kriging and cokriging-based machine learning in the context of reservoir history-matching	2
Theoretical results on a block preconditioner used in ice-sheet modeling: eigenvalue bounds for singular power-law fluids	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
Parameterizing the fluid forces on limpet shells in unidirectional flow	2
Correlation analysis: application of DFA and DCCA in well log profiles	2
A novel approach to advancing the application of genetic algorithms in sequential seismic inversion	2
Beyond random forest: how spatial bagging and spatial random forest dominate for subsurface applications?	2
Sensitivity analysis of the MCRF model to different transiogram joint modeling methods for simulating categorical spatial variables	2
A multi-aggregator graph neural network for backbone exaction of fracture networks	2
Improvements in the genetic algorithm inversion of receiver functions using extinction and a new selection approach	2
Evaluating the impact of increasing temperatures on changes in Soil Organic Carbon stocks: sensitivity analysis and non-standard discrete approximation	2
Medial Access Path Search (MAPS) for pore-network extraction	2
An adaptive moment estimation framework for well placement optimization	2
Numerical simulation of multiscale fault systems with rate- and state-dependent friction	2
Modeling low saline carbonated water flooding including surface complexes	2
Comparative calibration of 1D+2D and 3D hydrogeological watershed models	2
Bayesian inference of numerical modeling-based morphodynamics: Application to a dam-break over a mobile bed experiment	2
Prediction of permeability of porous media using optimized convolutional neural networks	2
Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation	2
Acknowledgement for Reviewers for 2022	2
Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation	2
Minimum acceptance criteria for subsurface scenario-based uncertainty models from single image generative adversarial networks (SinGAN)	2
Neural spline flow multi-constraint NURBS method for three-dimensional automatic geological modeling with multiple constraints	2
Solving the fixed gravimetric boundary value problem by the finite element method using mapped infinite elements.	2