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 2022-08-01 to 2026-08-01.)

Article	Citations
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	71
A natural Hessian approximation for ensemble based optimization	44
A mineral precipitation model based on the volume of fluid method	35
Developing a Duchon spline based on Gauss-Newton optimizer for one-way-coupled flow and geomechanics	34
The Riemann problem for three-phase foam flow in porous media	26
Bayesian model evaluation for multiple scenarios	23
Deep learning-aided image-oriented history matching of geophysical data	22
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	21
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	19
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	19
Unsupervised segmentation for sandstone thin section image analysis	17
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	16
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	15
Integrated rock-physics-machine-learning analysis for lithofacies and fluid characterization in the North Slope, alaskan clastic reservoir	14
Generating subsurface earth models using discrete representation learning and deep autoregressive network	14
The used of an intelligent data assimilation protocol for plume characterization of CO2 sequestration in saline aquifers	14
A new data-driven approach for estimating permeability by integrating capillary pressure analytics with big data	12
Multi-parameter full waveform inversion based on optimal transport distance in VTI media	12
Benchmark study for the simulation of Underground Hydrogen Storage operations	12
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	11
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	11
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	11
Performance-oriented parallel upscaling of river drainage networks for large data sets	10
Central spectral-spatial context attention for hyperspectral image classification	9

Prediction of Horizontal Well Drill Bit Exit Using a DBSCAN–Transformer–Temporal Convolutional Network Approach	9
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	9
Traveling wave solutions describing the foam flow in porous media for low surfactant concentration	9
A denoising diffusion probabilistic model-based method for rough discrete fracture network fine modeling considering location optimization and multivariate distribution of parameters	8
Ensemble-regularized Kernel density estimation with applications to the ensemble Gaussian mixture filter	8
A preliminary model for optimal control of moisture content in unsaturated soils	8
An adaptive two-grid preconditioner and linearly implicit scheme for shale gas transport in fractured porous media	8
Special issue: selected contributions from the 18th European Conference on the Mathematics of Geological Reservoirs (ECMOR 2022)	8
Generative data augmentation for metamorphic rock thin-section classification based on one-step diffusion model	7
Adaptive regularization for the Richards equation	7
Stochastic reconstruction of porous media based on attention mechanisms and multi-stage generative adversarial network	7
A 2D numerical model for simulation of cohesive sediment transport	7
Nonlinear domain-decomposition preconditioning for robust and efficient field-scale simulation of subsurface flow	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
Equivalent relative permeability curves of dual-continuum model to represent two-phase flow through karstified porous media	7
An integrated framework for optimal monitoring and history matching in CO$$_{2}$$ storage projects	7
Spectral-element modeling of the time-domain electromagnetic field in 3D geophysical anisotropic media	7
Correction to: Sequential fully implicit newton method for flow and transport with natural black-oil formulation	7
Sparrow search algorithm-driven clustering analysis of rock mass discontinuity sets	7
An integrated approach to derive relative permeability from capillary pressure	7
Stochastic reconstruction of shale combining multi-scale generators and discriminators with attention mechanisms	7
A depth-dependent constitutive framework for stratified non-newtonian flows: beyond homogeneous Herschel–Bulkley rheology	7
Consistent prediction of well paths and geological surfaces	7
A hybrid stability analysis bypassing method for compositional simulation	7
Fast and automatic full waveform inversion by dual augmented Lagrangian	7
Surrogate-assisted distributed swarm optimisation for computationally expensive geoscientific models	6
A global formulation for multiphase reactive transport in porous media with adaptive semi-implicit surrogate approximations of chemical equilibrium	6
Towards complex seismic layers: A vision Transformer approach to full waveform inversion	6
Surrogate models in convection-dominated fault systems: considerations for efficient and reliable realizations	6
A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications	6
Weighted ensemble transfer learning with EfficientNet: Advancing salt body segmentation in seismic imaging	6
A novel prediction method for coalbed methane production capacity combined extreme gradient boosting with bayesian optimization	6
A post-processing solution to restore numerical consistency for classical flow routing algorithms	6
Multi-objective optimization of subsurface $$\text {CO}_{2}$$ capture, utilization, and storage using sequential quadratic programming with stochastic gradients	6
Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface	6
Derivative-free search approaches for optimization of well inflow control valves and controls	6
Neural networks for source mechanism inversion from surface microseismic data	5
The method of forced probabilities: a computation trick for Bayesian model evidence	5
Contact algorithm of the material point method and comparison with the finite element method	5
Enhancing computational efficiency of numerical simulation for subsurface fluid-induced deformation using deep learning reduced order models	5
Three-dimensional numerical simulation of hydraulically driven cohesive fracture propagation in deformable reservoir rock using enriched EFG method	5
Stochastic pix2vid: A new spatiotemporal deep learning method for image-to-video synthesis in geologic CO$$_2$$ storage prediction	5
Influence of fluid dynamics on flow and transport in natural fracture networks	5
Efficient multi-scale image reconstruction of heterogeneous rocks with unresolved porosity using octree structures	5
Comparison of model initialization methods in machine learning for thin-section rock image classification	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
Two-phase flow in heterogeneous porous media based on Brinkman and Darcy models	5
An enhanced V-cycle MgNet model for operator learning in numerical partial differential equations	5
Wind-powered reservoir management with application to robust multi-objective optimization	5
Downscaling using CDAnet under observational and model noise: the Rayleigh-Bénard convection paradigm	5

Large-scale simulations of wormhole growth in dissolving porous media using lattice Boltzmann method	5
Impact of geostatistical nonstationarity on convolutional neural network predictions	5
Covariance scaling: Theory, extension, and applications to ensemble-based history matching	4
Global sensitivity analysis using multi-resolution polynomial chaos expansion for coupled Stokes–Darcy flow problems	4
Towards practical artificial intelligence in Earth sciences	4
FSCNet: a frequency–spatial collaborative enhanced image super-resolution network	4
Numerical oscillations and minimum time-step size in coupled thermo-hydro-mechanical finite element analysis of saturated porous media	4
Probabilistic transformation of fracture representations for surrogate modeling of subsurface flow	4
Implicit time discretisation as a potential avenue to achieve full coupling between shallow water flow and bedload transport	4
Lithology identification in carbonate thin section images of the Brazilian pre-salt reservoirs by the computational vision and deep learning	4
Design of optimal operational parameters for steam-alternating-solvent processes in heterogeneous reservoirs – A multi-objective optimization approach	4
Sequential fully implicit newton method for flow and transport with natural black-oil formulation	4
Modeling alterations in relative permeability curves due to salinity using artificial neural networks	4
Hybrid data-driven model for predicting the peak shear strength of rock joints	4
Analysis of earthquake hypocenter characteristics using chaos game representation	4
Inferring stiff CO2-brine interface dynamics: finite difference vs transfer learning	4
Numerical stabilization of coupled wellbore-reservoir multiphase hydrodynamic solution by a contracting operator	4
Robust inversion of 1D magnetotelluric data using the Huber loss function	4
Fracture network flow prediction with uncertainty using physics-informed graph features	4
Source localization in subsurface aquifers based on conservation data by learning a Gaussian kernel	4
High-speed algorithm for computing the inflow to multiple-fractured horizontal wells using stream tubes	4
Three-dimensional numerical modeling of natural convection in underground cavities connected to the surface by a well	4
Predicting earthquake damage using a PAR-CGA: parallel cost-sensitive genetic algorithm- based rule classifier	4
Full-wavefield migration of vertical seismic profiling data based on a viscoacoustic one-way propagator	4
Multi-asset closed-loop reservoir management using deep reinforcement learning	4
NetXtractor: an efficient algorithm for pore network extraction from porous media images	4
Correction to: Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Geological realism in Fluvial facies modelling with GAN under variable depositional conditions	3
Data assimilation for the POSEIDON-R compartment model applied to the reconstruction of 137Cs in the Black Sea following the Chornobyl accident	3
Improved Petrophysical Property Evaluation of Shaly Sand Reservoirs Using Modified Grey Wolf Intelligence Algorithm	3
Covariogram ranges for approximate global sensitivity analysis	3
Fractional differential approach to fluid flow analysis in dual-permeability porous media	3
Stacked ensemble model for reservoir characterisation to predict log properties from seismic signals	3
Scaling theory of incompressible two phase flow in porous media with tensor permeabilities	3
Hybrid Neural Network - Variational Data Assimilation algorithm to infer river discharges from SWOT-like data	3
Robustness and efficiency of iteration schemes for variably saturated flow across the range of soils, initial and boundary conditions found in practice	3
Nonlinearly constrained well placement optimization for geologic CO$$_{2}$$ storage using Iterative Latin Hypercube Sampling	3
Gaining pore-scale insights into relative permeability curves of two-phase flows in porous media: a modified LBM study	3
Damage evolution characteristics of natural fractures during hydraulic fracturing process: A peridynamic hydro-mechanical coupling model	3
Improved forecasting under imperfect posterior sampling	3
Estimating permeability of 3D micro-CT images by physics-informed CNNs based on DNS	3
Marginalized iterative ensemble smoothers for data assimilation	3
Optimizing convergence: GMRES preconditioner for Darcy flow problem in a fracture network	3
Less-Intrusive Consistent Discretization Methods for Reservoir Simulation on Cut-cell Grids – Algorithms, Implementation, and Testing	3
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
Estimation of distribution algorithms for well placement optimization in petroleum fields	3
Improvements in the genetic algorithm inversion of receiver functions using extinction and a new selection approach	2
Comparative calibration of 1D+2D and 3D hydrogeological watershed models	2
A discrete fracture matrix framework for simulating single-phase flow and non-isothermal reactive transport	2
A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion	2
A novel approach to advancing the application of genetic algorithms in sequential seismic inversion	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
A comparative study of YOLOv8 and Mask R-CNN for automated geological fracture detection in well-log images	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
Sensitivity analysis of the MCRF model to different transiogram joint modeling methods for simulating categorical spatial variables	2
Particularity of fluid flow in highly heterogeneous stochastic porous media	2
Neural spline flow multi-constraint NURBS method for three-dimensional automatic geological modeling with multiple constraints	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
Medial Access Path Search (MAPS) for pore-network extraction	2
Numerical simulation of multiscale fault systems with rate- and state-dependent friction	2
Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation	2
Bayesian inference of numerical modeling-based morphodynamics: Application to a dam-break over a mobile bed experiment	2
A multi-aggregator graph neural network for backbone exaction of fracture networks	2
Acknowledgement for Reviewers for 2022	2
Coupling direct poroelastic modelling with deep learning for seismic inversion	2
A physics-informed extreme learning machine for efficient linearized simulation of hydrothermal coupling during phase change in frozen soils	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
Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data	2
Implementation of Soreide and Whitson EoS in a GPU-based reservoir simulator	2
Rigid transformations for stabilized lower dimensional space to support subsurface uncertainty quantification and interpretation	2