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 2022-06-01 to 2026-06-01.)

Article	Citations
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	66
A natural Hessian approximation for ensemble based optimization	63
Bayesian model evaluation for multiple scenarios	41
A mineral precipitation model based on the volume of fluid method	33
The Riemann problem for three-phase foam flow in porous media	31
Developing a Duchon spline based on Gauss-Newton optimizer for one-way-coupled flow and geomechanics	25
Deep learning-aided image-oriented history matching of geophysical data	23
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	20
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	18
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	18
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	17
Unsupervised segmentation for sandstone thin section image analysis	16
Data-driven modelling with coarse-grid network models	16
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	15
Benchmark study for the simulation of Underground Hydrogen Storage operations	14
Multi-parameter full waveform inversion based on optimal transport distance in VTI media	14
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	14
Generating subsurface earth models using discrete representation learning and deep autoregressive network	13
The used of an intelligent data assimilation protocol for plume characterization of CO2 sequestration in saline aquifers	13
A preliminary model for optimal control of moisture content in unsaturated soils	11
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	11
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	11
Performance-oriented parallel upscaling of river drainage networks for large data sets	11
Prediction of Horizontal Well Drill Bit Exit Using a DBSCAN–Transformer–Temporal Convolutional Network Approach	10
A denoising diffusion probabilistic model-based method for rough discrete fracture network fine modeling considering location optimization and multivariate distribution of parameters	9

Traveling wave solutions describing the foam flow in porous media for low surfactant concentration	9
Ensemble-regularized Kernel density estimation with applications to the ensemble Gaussian mixture filter	9
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	9
Conditioning geological surfaces to horizontal wells	9
Special issue: selected contributions from the 18th European Conference on the Mathematics of Geological Reservoirs (ECMOR 2022)	8
Spectral-element modeling of the time-domain electromagnetic field in 3D geophysical anisotropic media	8
An integrated approach to derive relative permeability from capillary pressure	8
Adaptive regularization for the Richards equation	7
Generative data augmentation for metamorphic rock thin-section classification based on one-step diffusion model	7
An intelligent multi-fidelity surrogate-assisted multi-objective reservoir production optimization method based on transfer stacking	7
Correction to: Sequential fully implicit newton method for flow and transport with natural black-oil formulation	7
Nonlinear domain-decomposition preconditioning for robust and efficient field-scale simulation of subsurface flow	7
Stochastic reconstruction of porous media based on attention mechanisms and multi-stage generative adversarial network	7
An integrated framework for optimal monitoring and history matching in CO$$_{2}$$ storage projects	7
Equivalent relative permeability curves of dual-continuum model to represent two-phase flow through karstified porous media	7
A hybrid stability analysis bypassing method for compositional simulation	7
Sparrow search algorithm-driven clustering analysis of rock mass discontinuity sets	7
Stochastic reconstruction of shale combining multi-scale generators and discriminators with attention mechanisms	7
Determining optimal controls placed on injection/production wells during waterflooding in heterogeneous oil reservoirs using artificial neural network models and multi-objective genetic algorithm	7
A 2D numerical model for simulation of cohesive sediment transport	7
Consistent prediction of well paths and geological surfaces	7
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	6
Fast and automatic full waveform inversion by dual augmented Lagrangian	6
Surrogate-assisted distributed swarm optimisation for computationally expensive geoscientific models	6
Towards complex seismic layers: A vision Transformer approach to full waveform inversion	6
3D reconstruction of porous media using a batch normalized variational auto-encoder	6
Gas-oil gravity drainage mechanism in fractured oil reservoirs: surrogate model development and sensitivity analysis	6
Weighted ensemble transfer learning with EfficientNet: Advancing salt body segmentation in seismic imaging	6
Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface	6
Efficient multi-scale image reconstruction of heterogeneous rocks with unresolved porosity using octree structures	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
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	6
Derivative-free search approaches for optimization of well inflow control valves and controls	5
The method of forced probabilities: a computation trick for Bayesian model evidence	5
Wind-powered reservoir management with application to robust multi-objective optimization	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
Comparison of model initialization methods in machine learning for thin-section rock image classification	5
On several numerical strategies to solve Richards’ equation in heterogeneous media with finite volumes	5
Surrogate models in convection-dominated fault systems: considerations for efficient and reliable realizations	5
Contact algorithm of the material point method and comparison with the finite element method	5
Downscaling using CDAnet under observational and model noise: the Rayleigh-Bénard convection paradigm	5
Impact of geostatistical nonstationarity on convolutional neural network predictions	5
Large-scale simulations of wormhole growth in dissolving porous media using lattice Boltzmann method	5
Two-phase flow in heterogeneous porous media based on Brinkman and Darcy models	5
Influence of fluid dynamics on flow and transport in natural fracture networks	5
Stochastic pix2vid: A new spatiotemporal deep learning method for image-to-video synthesis in geologic CO$$_2$$ storage prediction	5
An enhanced V-cycle MgNet model for operator learning in numerical partial differential equations	5
Neural networks for source mechanism inversion from surface microseismic data	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
Robust inversion of 1D magnetotelluric data using the Huber loss function	4
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	4
Towards practical artificial intelligence in Earth sciences	4
Three-dimensional numerical modeling of natural convection in underground cavities connected to the surface by a well	4
Modeling alterations in relative permeability curves due to salinity using artificial neural networks	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
Numerical stabilization of coupled wellbore-reservoir multiphase hydrodynamic solution by a contracting operator	4
High-speed algorithm for computing the inflow to multiple-fractured horizontal wells using stream tubes	4
Predicting earthquake damage using a PAR-CGA: parallel cost-sensitive genetic algorithm- based rule classifier	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
Sequential fully implicit newton method for flow and transport with natural black-oil formulation	4
Covariance scaling: Theory, extension, and applications to ensemble-based history matching	4
Full-wavefield migration of vertical seismic profiling data based on a viscoacoustic one-way propagator	4
Analysis of earthquake hypocenter characteristics using chaos game representation	4
Source localization in subsurface aquifers based on conservation data by learning a Gaussian kernel	4
Algebraic flux correction finite element method with semi-implicit time stepping for solute transport in fractured porous media	3
A numerical model for offshore Geological Carbon Storage (GCS) undergoing hydrate formation	3
Fracture network flow prediction with uncertainty using physics-informed graph features	3
Gaining pore-scale insights into relative permeability curves of two-phase flows in porous media: a modified LBM study	3
Less-Intrusive Consistent Discretization Methods for Reservoir Simulation on Cut-cell Grids – Algorithms, Implementation, and Testing	3
Acknowledgement for Reviewers for 2022	3
A multi-aggregator graph neural network for backbone exaction of fracture networks	3
Robustness and efficiency of iteration schemes for variably saturated flow across the range of soils, initial and boundary conditions found in practice	3
Estimation of distribution algorithms for well placement optimization in petroleum fields	3
Damage evolution characteristics of natural fractures during hydraulic fracturing process: A peridynamic hydro-mechanical coupling model	3
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	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
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	3
A discrete fracture matrix framework for simulating single-phase flow and non-isothermal reactive transport	3
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Correction to: Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Scaling theory of incompressible two phase flow in porous media with tensor permeabilities	3
Covariogram ranges for approximate global sensitivity analysis	3
Stacked ensemble model for reservoir characterisation to predict log properties from seismic signals	3
Upscaling of two-phase discrete fracture simulations using a convolutional neural network	3
Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation	3
Nonlinearly constrained well placement optimization for geologic CO$$_{2}$$ storage using Iterative Latin Hypercube Sampling	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
Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation	2
Prediction of permeability of porous media using optimized convolutional neural networks	2
Beyond random forest: how spatial bagging and spatial random forest dominate for subsurface applications?	2
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	2
Neural spline flow multi-constraint NURBS method for three-dimensional automatic geological modeling with multiple constraints	2
Solving Biot poroelasticity by coupling OPM Flow with the two-point stress approximation finite volume method	2
Identification of moving sources in stochastic flow fields: A bayesian inferential approach with application to marine traffic in the mediterranean sea	2
Correlation analysis: application of DFA and DCCA in well log profiles	2
Parameterizing the fluid forces on limpet shells in unidirectional flow	2
Implementation of Soreide and Whitson EoS in a GPU-based reservoir simulator	2
Bayesian inference of numerical modeling-based morphodynamics: Application to a dam-break over a mobile bed experiment	2
Sensitivity analysis of the MCRF model to different transiogram joint modeling methods for simulating categorical spatial variables	2
Improvements in the genetic algorithm inversion of receiver functions using extinction and a new selection approach	2
Modeling low saline carbonated water flooding including surface complexes	2
Medial Access Path Search (MAPS) for pore-network extraction	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
Particularity of fluid flow in highly heterogeneous stochastic porous media	2
A novel approach to advancing the application of genetic algorithms in sequential seismic inversion	2
Comparative calibration of 1D+2D and 3D hydrogeological watershed models	2
Coupling direct poroelastic modelling with deep learning for seismic inversion	2
A comparative study of YOLOv8 and Mask R-CNN for automated geological fracture detection in well-log images	2
Theoretical results on a block preconditioner used in ice-sheet modeling: eigenvalue bounds for singular power-law fluids	2
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
Numerical simulation of multiscale fault systems with rate- and state-dependent friction	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