OOIR: Observatory of International Research

Papers

(The median citation count of Mathematical 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 2021-11-01 to 2025-11-01.)

Article	Citations
Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	101
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	45
Stochastic Modeling of Stratospheric Temperature	45
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	42
2025 Andrei Borisovich Vistelius Research Award: Anirudh Prabhu	39
Teaching Transient Groundwater Flow Modeling in a Confined Aquifer with Excel and ChatGPT	37
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	35
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	28
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	26
Mathematical Geosciences Best Paper Award 2021	25
A Cox Rate-and-State Model for Monitoring Seismic Hazard in the Groningen Gas Field	25
Improving Geochemical Anomaly Recognition Associated with Mineralization via Geological Knowledge Interacting Reinforcement Learning	23
Geophysical Logging Curve Reconstruction Based on Diff-Mamba Modeling	21
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	21
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	19
Uncertainty Quantification of Deep Learning Algorithms for Lithological Mapping	19
Implicit Difference Solution for One-Dimensional Consolidation of Unsaturated Soil: Numerical Verification and Application to Soil-Cushion System	18
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	17
Efficient Approximations of Effective Permeability of Fractured Porous Media Using Machine Learning: A Computational Geometry Approach	16
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	16
Insights in Hierarchical Clustering of Variables for Compositional Data	16
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	15
Generalized Conditioning of Generative Artificial Intelligence for History Matching Subsurface Models	15
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	15
Acknowledgement of Reviewers for 2022	12

Geological Knowledge-Embedding Transfer-Learning Architecture for Geochemical Anomaly Identification	12
Compression-based Facies Modelling	11
An Improved Anticipated Learning Machine for Daily Runoff Prediction in Data-Scarce Regions	11
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	11
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	10
Uncertainty Propagation in Deep Gaussian Process Networks	10
A Local Parameterization-Based Probabilistic Cooperative Coevolutionary Algorithm for History Matching	10
Numerical Simulation of a Thermal-Hydraulic-Chemical Multiphase Flow Model for $$\hbox {CO}_2$$ Sequestration in Saline Aquifers	10
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	10
A Spline-Based Regularized Method for the Reconstruction of Complex Geological Models	10
A Novel Progressive Many-Objective Optimization Approach for Engineering-Controllable Parameters of an Enhanced Geothermal System in the Gonghe Basin, China	10
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	10
Permeability Sensitivity of Coupled Electrical and Hydraulic Data in Unconfined Aquifers	10
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	10
Sedimentary Stratigraphic Uncertainty: A Quantitative Analysis Framework Based on Information Theory and Stochastic Processes	10
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	9
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	9
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	9
Geostatistical Predictive Model of Drought Severity: A Case Study of Southern Portugal	9
Tracing Sedimentary Origins in Multivariate Geochronology via Constrained Tensor Factorization	9
Estimating Rock Composition from Replicate Geochemical Analyses: Theory and Application to Magmatic Rocks of the GeoPT Database	9
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	9
Coal Seam Geological Implicit Modeling with Fault Networks and Kinematic Parameters	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
Evaluating the Stability of Deep Learning Latent Feature Space for Subsurface Modeling	8
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	7
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	7
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	7
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	7
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	6
Geographically Optimal Similarity	6
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	6
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	6
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	6
Hybrid Empirical-Data-Driven Neural Network for Predicting Air-Entry Value in Unsaturated Soils	6
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	6
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	6
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	5
Extended Multiple Interacting Continua (E-MINC) Model Improvement with a K-Means Clustering Algorithm Based on an Equi-dimensional Discrete Fracture Matrix (ED-DFM) Model	5
GenAI Minimum Acceptance Checks: Static and Dynamic Model-Checking of Conditioning Generative Artificial Intelligence Models for Subsurface Modeling	5
A Constrained Divisive-Compositional Approach to Micropalaeontological Ecozonation	5
Data Conditioning for Subsurface Models with Single-Image Generative Adversarial Network (SinGAN)	5
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	5
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China	5
And the 2022 Krumbein Medalist of the IAMG is…	5
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	5
A Statistical Study of Latent Diffusion Models for Geological Facies Modeling	5
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	5
Correction to: Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	4

A Three-Dimensional Geological Structure Modeling Framework and Its Application in Machine Learning	4
The Editor’s Best Reviewer Award 2020	4
Stochastic Modelling of Mineral Exploration Targets	4
CurvRBF: Mean Curvature-Controllable Radial Basis Functions for Implicit Geological Modeling	4
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	4
Special Issue: Data-Driven Discovery in Geosciences: Opportunities and Challenges	4
A Permeability Prediction Model of Single-Peak NMR T2 Distribution in Tight Sandstones: A Case Study on the Huangliu Formation, Yinggehai Basin, China	4
Geological Mapping Using Direct Sampling and a Convolutional Neural Network Based on Geochemical Survey Data	4
Domain Adversarial Neural Network for Mapping Mineral Prospectivity	4
Optimization of Borehole Thermal Energy Storage Systems Using a Genetic Algorithm	3
Long-Term Copper Production to 2100	3
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	3
Uncertainty Quantification in Tomographic Inversion of Near-Surface Seismic Refraction Data	3
Monitoring Mining Activity and Vegetation Recovery in Rare Earth Element Mining Areas	3
Towards a Synergistic Progressive Ensemble Framework for Automatic Post-Earthquake Landslide Recognition and Susceptibility Assessment	3
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	3
Parameter Estimation for a Mixed Copula Based on Renyi Entropy: A Case Study of Annual Precipitation	3
Spatial Multivariate Morphing Transformation	3
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	3
Special Issue: Geostatistics Toronto 2021	3
Mapping the Evolution of Mathematical Geoscience Research with Big Literature Data and Context-Aware Text Mining	3
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	3
The Many Forms of Co-kriging: A Diversity of Multivariate Spatial Estimators	3
Updating Local Anisotropies with Template Matching During Geostatistical Seismic Inversion	3
Extension of Fourier Neural Operator from Three-Dimensional (x, y, t) to Four-Dimensional (x, y, z, t) Subsurface Flow Simulation	3
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	3
KNN-GCN: A Deep Learning Approach for Slope-Unit-Based Landslide Susceptibility Mapping Incorporating Spatial Correlations	3
Data-Driven Spectral Methods for Stochastic Surrogate Modeling and Efficient Data Assimilation in Subsurface Flows	3
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	3
Unpacking Occupational Health Data in the Service Sector: From Bayesian Networking and Spatial Clustering to Policy-Making	3
From Fault Likelihood to Fault Networks: Stochastic Seismic Interpretation Through a Marked Point Process with Interactions	3
Machine Learning-Based Mapping for Mineral Exploration	2
Generalized Solution for Double-Porosity Flow Through a Graded Excavation Damaged Zone	2
Three-Dimensional Spatial Reconstruction of Buried Peat Based on Legacy Borehole Data	2
Quaternions for Rotations in Paleomagnetism	2
Improved Fracture Segmentation from Unwrapped Drill-Core Images Using an Innovative Two-Stage Segmentation Approach	2
Unified Multi-structural Element Modeling Methods Using Icosahedral Discrete Global Grid Systems	2
The Editor’s Best Reviewer Awards 2021	2
Local Ranking of Geological Conceptual Models in Non-stationary Settings Using Multi-point Geostatistics	2
A New Numerical Simulation Framework to Model the Electric Interfacial Polarization Effects and Corresponding Impacts on Complex Dielectric Permittivity Measurements in Sedimentary Rocks	2
Robust Optimization under Geological Uncertainty Using a TransUNet-Based Surrogate Model with EnOpt Algorithm	2
Subdivide and Conquer: Adapting Non-Manifold Subdivision Surfaces to Surface-Based Representation and Reconstruction of Complex Geological Structures	2
A Riemannian Tool for Clustering of Geo-Spatial Multivariate Data	2
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	2
2025 Andrei Borisovich Vistelius Research Award: Guoxiong Chen	2
A Novel Method for Constructing Hexagonal Global Hierarchical Encoding Structures Using a Semi-Regular Tiling Model	2
Copula-based Modeling of Sea Surface Temperature and Chlorophyll-a Distributions	2
A New Non-stationary High-order Spatial Sequential Simulation Method	2
Introduction to the Special Issue: How do Big Data, AI, and ML Challenge Geostatistical and Bayesian Formalisms?	2
And the 2024 Krumbein Medalist of the IAMG is…	2
Acknowledgement of Reviewers for 2023	2
Geostatistical Analysis of Seabed Sediment Type: A Compositional Approach with Non-Euclidean Distance Metrics	2
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	2
Estimating Contaminated Soil Volumes Using a Generative Neural Network: A Hydrocarbon Case in France	2