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 2021-12-01 to 2025-12-01.)

Article	Citations
Local and global timeseries proxies using functional principal component analysis: application to history-matching and uncertainty quantification	54
A natural Hessian approximation for ensemble based optimization	48
A one-dimensional local discontinuous Galerkin Richards’ equation solution with dual-time stepping	38
Determination of Two-phase Relative Permeability from a Displacement with Safman-Rayleigh Instability Using a Coarse-Scale Model History Matching Approach	34
A mineral precipitation model based on the volume of fluid method	33
Bayesian model evaluation for multiple scenarios	26
Huff-n-Puff (HNP) design for shale reservoirs using local dual-porosity, dual-permeability compositional simulation	25
A novel hierarchical model calibration method for deep water reservoirs under depletion and aquifer influence	22
Ensemble-based history matching of the Edvard Grieg field using 4D seismic data	22
Deep learning-aided image-oriented history matching of geophysical data	22
A 3D organized point cloud clustering algorithm for seismic fault data based on region growth	21
Competitive algorithm to balance and predict blasting outcomes using measured field data sets	20
Generating subsurface earth models using discrete representation learning and deep autoregressive network	19
Unsupervised segmentation for sandstone thin section image analysis	18
Data-driven modelling with coarse-grid network models	16
Analysis of the hyperparameter optimisation of four machine learning satellite imagery classification methods	15
Frequency-domain vector finite element forward modeling of 3D GPR data using exact PML absorbing boundary conditions	14
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake	14
Benchmark study for the simulation of Underground Hydrogen Storage operations	14
A new method based on multiresolution graph-based clustering for lithofacies analysis of well logging	14
Acknowledgement for reviewers for 2021	13
Application of diffuse source basis functions for improved near well upscaling	12
A preliminary model for optimal control of moisture content in unsaturated soils	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

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