OOIR: Observatory of International Research

Papers

(The TQCC of Computational Geosciences is 5. 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 3D organized point cloud clustering algorithm for seismic fault data based on region growth	24
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	24
Unsupervised segmentation for sandstone thin section image analysis	23
Generating subsurface earth models using discrete representation learning and deep autoregressive network	21
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	18
The used of an intelligent data assimilation protocol for plume characterization of CO2 sequestration in saline aquifers	18
Benchmark study for the simulation of Underground Hydrogen Storage operations	17
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	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 preliminary model for optimal control of moisture content in unsaturated soils	14
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	14
The effects of dispersion and non-linearity on the simulation of landslide-generated waves using the reduced two-layer non-hydrostatic model	13
A surrogate-assisted uncertainty-aware Bayesian validation framework and its application to coupling free flow and porous-medium flow	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
Conditioning geological surfaces to horizontal wells	10
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
An integrated approach to derive relative permeability from capillary pressure	9
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
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
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
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
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
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
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
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
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