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 2022-06-01 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 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
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
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 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
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
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