OOIR: Observatory of International Research

Papers

(The median citation count of Mathematical Geosciences is 1. 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 2021-04-01 to 2025-04-01.)

Article	Citations
A New Numerical Simulation Framework to Model the Electric Interfacial Polarization Effects and Corresponding Impacts on Complex Dielectric Permittivity Measurements in Sedimentary Rocks	77
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	41
Mapping the Evolution of Mathematical Geoscience Research with Big Literature Data and Context-Aware Text Mining	41
The Editor’s Best Reviewer Award 2020	39
2023 Andrei Borisovich Vistelius Research Award: Shaunna Morrison	35
2.5D Hexahedral Meshing for Reservoir Simulations	34
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	31
A Method to Extract Image Features and Lineaments Based on a Multi-hillshade Continuous Wavelet Transform	30
Geostatistical Facies Simulation based on Training Image Using Generative Networks and Gradual Deformation	30
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	28
Real-time Uncertain Geological Boundaries Updating for Improved Block Model Quality Control Based on Blast Hole Data: A Case Study for Golgohar Iron Ore Mine in Southeastern Iran	26
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	25
Unbiased Proxy Calibration	24
Automatic Semivariogram Modeling by Convolutional Neural Network	22
Generative Adversarial Network Applied to Ore Type Modeling in Complex Geological Environments	19
Stochastic Modeling of Stratospheric Temperature	18
A Monte Carlo-based Workflow for Geochemical Anomaly Identification Under Uncertainty and Global Sensitivity Analysis of Model Parameters	17
Correction to: Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations	16
Stochastic Modeling of Subseismic Faults Conditioned on Displacement and Orientation Maps	14
Weighting of Parts in Compositional Data Analysis: Advances and Applications	14
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	14
Dario Grana, Tapan Mukerji, and Philippe Doyen: Seismic Reservoir Modeling: Theory, Examples, and Algorithms	13
Generalized Solution for Double-Porosity Flow Through a Graded Excavation Damaged Zone	13
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	13
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	12

Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	12
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	12
Occurrence Apparent Velocities for Identification and Quantification of Space–Time Clustering Precursory to a Large Earthquake. Application to Large (M > 7.0) Earthquakes in Southern California and	12
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	11
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	11
A New Non-stationary High-order Spatial Sequential Simulation Method	11
Long-Term Copper Production to 2100	11
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	11
Porosity Dynamics through Carbonate-Reaction Kinetics in High-Temperature Aquifer Storage Applications	11
Compositional Scalar-on-Function Regression with Application to Sediment Particle Size Distributions	10
A Truly Spatial Random Forests Algorithm for Geoscience Data Analysis and Modelling	9
Adaptive POD-Galerkin Technique for Reservoir Simulation and Optimization	9
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data	8
Three-Dimensional Structural Geological Modeling Using Graph Neural Networks	8
Best Paper Award 2020	8
Estimation of Reservoir Fracture Properties from Seismic Data Using Markov Chain Monte Carlo Methods	8
Graph Deep Learning Model for Mapping Mineral Prospectivity	8
A Mimetic Finite-Difference Method for Two-Dimensional DC Resistivity Modeling	8
Causality Inference: A Comparison of Two Methods with Application to North Atlantic Oscillation and Rainfall in Greece	8
Mathematical Geosciences Best Paper Award 2021	8
Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	8
Extension of Fourier Neural Operator from Three-Dimensional (x, y, t) to Four-Dimensional (x, y, z, t) Subsurface Flow Simulation	7
Quantifying the Tetrad Effect, Shape Components, and Ce–Eu–Gd Anomalies in Rare Earth Element Patterns	7
Taking Better Advantage of Fold Axis Data to Characterize Anisotropy of Complex Folded Structures in the Implicit Modeling Framework	7
Teaching Groundwater Flow and Contaminant Transport Modeling via a Sand-Tank Model	7
Stochastic Geomodeling of Karst Morphology by Dynamic Graph Dissolution	7
Parameter Estimation for a Mixed Copula Based on Renyi Entropy: A Case Study of Annual Precipitation	7
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	7
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	6
Three-Dimensional Refined Modelling of Deep Structures by Using the Level Set Method: Application to the Zhaoping Detachment Fault, Jiaodong Peninsula, China	6
Addressing Configuration Uncertainty in Well Conditioning for a Rule-Based Model	6
Uncertainty Quantification in Tomographic Inversion of Near-Surface Seismic Refraction Data	6
Monitoring Mining Activity and Vegetation Recovery in Rare Earth Element Mining Areas	6
Using Pattern Counts to Quantify the Difference Between a Pair of Three-Dimensional Realizations	6
Multivariate Geostatistical Simulation and Deep Q-Learning to Optimize Mining Decisions	6
Spatial-Spectrum Two-Branch Model Based on a Superpixel Graph Convolutional Network and 1DCNN for Geochemical Anomaly Identification	6
High-Order Data-Driven Spatial Simulation of Categorical Variables	5
Projection Pursuit Random Forest for Mineral Prospectivity Mapping	5
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	5
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	5
Special Issue: Geostatistics Applied to Environmental Applications	5
Regularisation and Deregularisation of Covariances and Variograms for Univariate Random Functions in One-dimensional Space	5
Multivariate Cross-Validation and Measures of Accuracy and Precision	5
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	5
The Geographical Pattern of Local Statistical Dispersion of Environmental Radon in Europe	5
Towards a Model-Based Interpretation of Measurements of Mineralogical and Chemical Compositions	5
Optimization of Borehole Thermal Energy Storage Systems Using a Genetic Algorithm	5
On the Use of Interferometric Synthetic Aperture Radar Data for Monitoring and Forecasting Natural Hazards	5
Missing Rainfall Daily Data: A Comparison Among Gap-Filling Approaches	5
An Interpretable Graph Attention Network for Mineral Prospectivity Mapping	4

Ensemble Smoother with Multiple Data Assimilation as a Tool for Curve Fitting and Parameter Uncertainty Characterization: Example Applications to Fit Nonlinear Sorption Isotherms	4
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	4
Hybrid Parametric Classes of Isotropic Covariance Functions for Spatial Random Fields	4
Simulation Enhancement GAN for Efficient Reservoir Simulation at Fine Scales	4
Contaminant Source Identification in Aquifers: A Critical View	4
Application of the Method of Symmetrical Balances to Aitchison's Rock Suites	4
Multi-station Joint Runoff Forecasting Using Graph Neural Network Coupled with Spatial Connectivity of Hydrological Stations	4
Updating Local Anisotropies with Template Matching During Geostatistical Seismic Inversion	3
Modeling Extreme Precipitation Data in a Mining Area	3
Effectiveness of Neural Kriging for Three-Dimensional Modeling of Sparse and Strongly Biased Distribution of Geological Data with Application to Seafloor Hydrothermal Mineralization	3
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	3
Robust Optimization Using the Mean Model with Bias Correction	3
Geostatistics in the Presence of Multivariate Complexities: Comparison of Multi-Gaussian Transforms	3
Ensemble-Based Seismic and Production Data Assimilation Using Selection Kalman Model	3
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	3
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	3
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	3
Correction: Geostatistical Rock Physics Inversion for Predicting the Spatial Distribution of Porosity and Saturation in the Critical Zone	3
Palaeoenvironmental Reconstruction of a Lower Pleistocene Stratigraphic Section in Sousaki Basin, Greece, Using Fuzzy Cognitive Maps	3
Joint Clarification of Contaminant Plume and Hydraulic Transmissivity via a Geostatistical Approach Using Hydraulic Head and Contaminant Concentration Data	3
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	3
Using Three-dimensional Modeling and Random Forests to Predict Deep Ore Potentials: A Case Study on Xiongcun Porphyry Copper–Gold Deposit in Tibet, China	3
Quantifying and Analyzing the Uncertainty in Fault Interpretation Using Entropy	2
Identification of Mineralization in Geochemistry for Grid Sampling Using Generalized Additive Models	2
Incorporating Spatial Information for Regionalization of Environmental Parameters in Machine Learning Models	2
Continuous Wavelet Transform and Dynamic Time Warping-Based Fine Division and Correlation of Glutenite Sedimentary Cycles	2
KNN-GCN: A Deep Learning Approach for Slope-Unit-Based Landslide Susceptibility Mapping Incorporating Spatial Correlations	2
A Dynamic Extreme Value Model with Application to Volcanic Eruption Forecasting	2
From Fault Likelihood to Fault Networks: Stochastic Seismic Interpretation Through a Marked Point Process with Interactions	2
Conditional Generative Adversarial Networks for Multivariate Gaussian Subsurface Modeling: How Good Are They?	2
Blind Source Separation of Spectrally Filtered Geochemical Signals to Recognize Multi-depth Ore-Related Enrichment Patterns	2
Sequential Simulation of a Conditional Boolean Model	2
An Embedded Model Estimator for Non-Stationary Random Functions Using Multiple Secondary Variables	2
2023 Andrei Borisovich Vistelius Research Award	2
A Novel Index for Quantifying Small-Scale Resource Heterogeneity	2
Scale-Independent Variation Rates of Phanerozoic Environmental Variables and Implications for Earth’s Sustainability and Habitability	1
Solving Geophysical Inversion Problems with Intractable Likelihoods: Linearized Gaussian Approximations Versus the Correlated Pseudo-marginal Method	1
Pore Structure Characteristics and Their Diagenetic Influence: A Case Study of Paleogene Sandstones from the Pinghu and Huagang Formations in the Xihu Depression, East China Sea Basin	1
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	1
Modeling of the Correlation Between Mineral Size and Shale Pore Structure at Meso- and Macroscales	1
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	1
The Many Forms of Co-kriging: A Diversity of Multivariate Spatial Estimators	1
Importance Weighting in Hybrid Iterative Ensemble Smoothers for Data Assimilation	1
Vertical Stacking Statistics of Multi-facies Object-Based Models	1
Special Issue: Geostatistics Toronto 2021	1
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	1
Mineral Prospectivity Mapping Based on a Novel Self-Ensembling Graph Convolutional Network	1
Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations	1
Spatial Multivariate Morphing Transformation	1
Non-Gaussian Ensemble Optimization	1
Space–Time Distribution of Trichloroethylene Groundwater Concentrations: Geostatistical Modeling and Visualization	1
Identification of Mineralization in Geochemistry Along a Transect Based on the Spatial Curvature of Log-Ratios	1
Deep Reinforcement Learning for Mineral Prospectivity Mapping	1
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	1
Geographically Optimal Similarity	1
Reconstruction of GPS Coordinate Time Series Based on Low-Rank Hankel Matrix Recovery	1
Fracability Evaluation Based on the Three-Dimensional Geological Numerical Simulation of In Situ Stress: Case Study of the Longmaxi Formation in the Weirong Shale Gas Field, Southwestern China	1
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	1
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	1
Implicit Difference Solution for One-Dimensional Consolidation of Unsaturated Soil: Numerical Verification and Application to Soil-Cushion System	1
Unpacking Occupational Health Data in the Service Sector: From Bayesian Networking and Spatial Clustering to Policy-Making	1
Towards a Synergistic Progressive Ensemble Framework for Automatic Post-Earthquake Landslide Recognition and Susceptibility Assessment	1
Ensemble Machine Learning Geostatistical Hybrid Models for Grade Control	1
Waterflood Efficiency Assessment Using Injection–Production Relationship Analysis Method	1
A Nonlinear Dynamical Model for Monthly Runoff Forecasting in Situations of Small Samples	1
EpiGeostats: An R Package to Facilitate Visualization of Geostatistical Disease Risk Maps	1
New Validity Conditions for the Multivariate Matérn Coregionalization Model, with an Application to Exploration Geochemistry	1
An Improved Anticipated Learning Machine for Daily Runoff Prediction in Data-Scarce Regions	1
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	1
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	1
Ghislain de Marsily: A Life Dedicated to Hydrology and Earth Sciences	1
Spatial Interpolation and Conditional Map Generation Using Deep Image Prior for Environmental Applications	1
Improved Fracture Segmentation from Unwrapped Drill-Core Images Using an Innovative Two-Stage Segmentation Approach	1
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	1
Insights in Hierarchical Clustering of Variables for Compositional Data	1
Special Issue: Geostatistics and Machine Learning	1
Supervised Mineral Prospectivity Mapping via Class-Balanced Focal Loss Function on Imbalanced Geoscience Datasets	1
Geostatistical Rock Physics Inversion for Predicting the Spatial Distribution of Porosity and Saturation in the Critical Zone	1
Compression-based Facies Modelling	1