Mathematical Geosciences

Article	Citations
Weighting of Parts in Compositional Data Analysis: Advances and Applications	77
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	45
Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	41
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	41
Stochastic Modeling of Stratospheric Temperature	41
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	34
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	32
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	32
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	31
Mathematical Geosciences Best Paper Award 2021	30
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	29
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	27
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	25
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	20
Palaeoenvironmental Reconstruction of a Lower Pleistocene Stratigraphic Section in Sousaki Basin, Greece, Using Fuzzy Cognitive Maps	19
Sequential Simulation of a Conditional Boolean Model	19
Insights in Hierarchical Clustering of Variables for Compositional Data	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	16
Implicit Difference Solution for One-Dimensional Consolidation of Unsaturated Soil: Numerical Verification and Application to Soil-Cushion System	16
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	15
Acknowledgement of Reviewers for 2022	15
A Spline-Based Regularized Method for the Reconstruction of Complex Geological Models	14
An Improved Anticipated Learning Machine for Daily Runoff Prediction in Data-Scarce Regions	14
Compression-based Facies Modelling	14
Correction to: Resource and Grade Control Model Updating for Underground Mining Production Settings	13

Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	13
Uncertainty Propagation in Deep Gaussian Process Networks	13
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	12
Geological Knowledge-Embedding Transfer-Learning Architecture for Geochemical Anomaly Identification	12
IAMG Andrei Borisovich Vistelius Research Award of the Year 2021: Francky Fouedjio	12
A Local Parameterization-Based Probabilistic Cooperative Coevolutionary Algorithm for History Matching	11
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	11
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	11
Permeability Sensitivity of Coupled Electrical and Hydraulic Data in Unconfined Aquifers	11
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	11
Numerical Simulation of a Thermal-Hydraulic-Chemical Multiphase Flow Model for $$\hbox {CO}_2$$ Sequestration in Saline Aquifers	10
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	10
Estimating Rock Composition from Replicate Geochemical Analyses: Theory and Application to Magmatic Rocks of the GeoPT Database	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
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	9
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	9
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	9
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	8
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	8
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	8
Graph Deep Learning Model for Mapping Mineral Prospectivity	8
High-Order Data-Driven Spatial Simulation of Categorical Variables	8
Estimation of Reservoir Fracture Properties from Seismic Data Using Markov Chain Monte Carlo Methods	8
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	7
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	7
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	7
Probability Transform of Kriging Estimates and Its Effects on Selection Bias and Conditional Bias	7
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	7
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	7
Geographically Optimal Similarity	7
Identification of Mineralization in Geochemistry Along a Transect Based on the Spatial Curvature of Log-Ratios	6
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	6
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	6
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	6
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	6
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	6
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	6
Stochastic Local Interaction Model: An Alternative to Kriging for Massive Datasets	5
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	5
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China	5
A Three-Dimensional Geological Structure Modeling Framework and Its Application in Machine Learning	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
Correction to: Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	5
Domain Adversarial Neural Network for Mapping Mineral Prospectivity	5
And the 2022 Krumbein Medalist of the IAMG is…	5
Special Issue: Data-Driven Discovery in Geosciences: Opportunities and Challenges	5
A Permeability Prediction Model of Single-Peak NMR T2 Distribution in Tight Sandstones: A Case Study on the Huangliu Formation, Yinggehai Basin, China	5
Sensitivity Analysis of Discrete Fracture Network Connectivity Characteristics	5

Stochastic Modelling of Mineral Exploration Targets	4
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	4
Geological Mapping Using Direct Sampling and a Convolutional Neural Network Based on Geochemical Survey Data	4
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	4
The Editor’s Best Reviewer Award 2020	4
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	4
On the Use of Interferometric Synthetic Aperture Radar Data for Monitoring and Forecasting Natural Hazards	3
From Fault Likelihood to Fault Networks: Stochastic Seismic Interpretation Through a Marked Point Process with Interactions	3
Long-Term Copper Production to 2100	3
Automatic Semivariogram Modeling by Convolutional Neural Network	3
Monitoring Mining Activity and Vegetation Recovery in Rare Earth Element Mining Areas	3
Optimization of Borehole Thermal Energy Storage Systems Using a Genetic Algorithm	3
Special Issue: Geostatistics Toronto 2021	3
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	3
Mapping the Evolution of Mathematical Geoscience Research with Big Literature Data and Context-Aware Text Mining	3
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	3
Parameter Estimation for a Mixed Copula Based on Renyi Entropy: A Case Study of Annual Precipitation	3
Uncertainty Quantification in Tomographic Inversion of Near-Surface Seismic Refraction Data	3
Towards a Synergistic Progressive Ensemble Framework for Automatic Post-Earthquake Landslide Recognition and Susceptibility Assessment	3
Extension of Fourier Neural Operator from Three-Dimensional (x, y, t) to Four-Dimensional (x, y, z, t) Subsurface Flow Simulation	3
Data-Driven Spectral Methods for Stochastic Surrogate Modeling and Efficient Data Assimilation in Subsurface Flows	3
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data	3
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	3
The Many Forms of Co-kriging: A Diversity of Multivariate Spatial Estimators	2
Spatial Multivariate Morphing Transformation	2
KNN-GCN: A Deep Learning Approach for Slope-Unit-Based Landslide Susceptibility Mapping Incorporating Spatial Correlations	2
Unified Multi-structural Element Modeling Methods Using Icosahedral Discrete Global Grid Systems	2
Subdivide and Conquer: Adapting Non-Manifold Subdivision Surfaces to Surface-Based Representation and Reconstruction of Complex Geological Structures	2
Improved Fracture Segmentation from Unwrapped Drill-Core Images Using an Innovative Two-Stage Segmentation Approach	2
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	2
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	2
Acknowledgement of Reviewers for 2023	2
Quaternions for Rotations in Paleomagnetism	2
The Editor’s Best Reviewer Awards 2021	2
Updating Local Anisotropies with Template Matching During Geostatistical Seismic Inversion	2
Unpacking Occupational Health Data in the Service Sector: From Bayesian Networking and Spatial Clustering to Policy-Making	2
A Riemannian Tool for Clustering of Geo-Spatial Multivariate Data	2
An Automatic Well Planner for Complex Well Trajectories	2
On the Construction of Bootstrap Confidence Intervals for Estimating the Correlation Between Two Time Series Not Sampled on Identical Time Points	2
And the 2024 Krumbein Medalist of the IAMG is…	2
Ensemble Smoother with Multiple Data Assimilation as a Tool for Curve Fitting and Parameter Uncertainty Characterization: Example Applications to Fit Nonlinear Sorption Isotherms	1
Modeling of the Correlation Between Mineral Size and Shale Pore Structure at Meso- and Macroscales	1
Adaptive POD-Galerkin Technique for Reservoir Simulation and Optimization	1
Ghislain de Marsily: A Life Dedicated to Hydrology and Earth Sciences	1
Stochastic Modeling of Subseismic Faults Conditioned on Displacement and Orientation Maps	1
A New Numerical Simulation Framework to Model the Electric Interfacial Polarization Effects and Corresponding Impacts on Complex Dielectric Permittivity Measurements in Sedimentary Rocks	1
New Validity Conditions for the Multivariate Matérn Coregionalization Model, with an Application to Exploration Geochemistry	1
Unbiased Proxy Calibration	1
Two-Dimensional Stochastic Structural Geomodeling with Deep Generative Adversarial Networks	1
Advanced Permeability Prediction Through Two-Dimensional Geological Feature Image Extraction with CNN Regression from Well Logs Data	1
A Stochastic Model of an Early Warning System for Detecting Anomalous Incidence Values of COVID-19	1
Hybrid Parametric Classes of Isotropic Covariance Functions for Spatial Random Fields	1
Application of Supersplining to the Mesozoic and Paleozoic Geologic Time Scales	1
Quantifying and Analyzing the Uncertainty in Fault Interpretation Using Entropy	1
EpiGeostats: An R Package to Facilitate Visualization of Geostatistical Disease Risk Maps	1
Spatial-Spectrum Two-Branch Model Based on a Superpixel Graph Convolutional Network and 1DCNN for Geochemical Anomaly Identification	1
Space–Time Distribution of Trichloroethylene Groundwater Concentrations: Geostatistical Modeling and Visualization	1
Robust Optimization under Geological Uncertainty Using a TransUNet-Based Surrogate Model with EnOpt Algorithm	1
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	1
Machine Learning-Based Mapping for Mineral Exploration	1
Generative Adversarial Network Applied to Ore Type Modeling in Complex Geological Environments	1
Geostatistics in the Presence of Multivariate Complexities: Comparison of Multi-Gaussian Transforms	1
Predicting Geothermal Heat Flow in the Bohai Bay Basin Based on Machine Learning Methods	1
Semi-Analytical Three-Dimensional Solute Transport of Sequentially Decaying Species with Mobile-Immobile Regions, Sorption, Decay, and Arbitrary Transient Source	1
Reducing the Effect of Incorrect Lithology Labels on the Training of Deep Neural Networks for Lithology Identification	1
Projection Pursuit Random Forest for Mineral Prospectivity Mapping	1
Modeling Geospatial Uncertainty of Geometallurgical Variables with Bayesian Models and Hilbert–Kriging	1
Simulation Enhancement GAN for Efficient Reservoir Simulation at Fine Scales	1
Implicit Tetrahedral and Surface Mesh Generation for 3D Reservoir Structural Modeling	1
Modeling Extreme Precipitation Data in a Mining Area	1
A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging	1
Generalized Solution for Double-Porosity Flow Through a Graded Excavation Damaged Zone	1
A New Non-stationary High-order Spatial Sequential Simulation Method	1
Local Ranking of Geological Conceptual Models in Non-stationary Settings Using Multi-point Geostatistics	1
Supervised Mineral Prospectivity Mapping via Class-Balanced Focal Loss Function on Imbalanced Geoscience Datasets	1
Space–Time Landslide Susceptibility Modeling Based on Data-Driven Methods	1
Multivariate Confluent Hypergeometric Covariance Functions with Simultaneous Flexibility over Smoothness and Tail Decay	1
Blind Source Separation of Spectrally Filtered Geochemical Signals to Recognize Multi-depth Ore-Related Enrichment Patterns	1
The Geographical Pattern of Local Statistical Dispersion of Environmental Radon in Europe	1
Teaching Numerical Groundwater Flow Modeling with Spreadsheets: Unconfined Aquifers and Multilayered Vertical Cross-Sections	1

An Embedded Model Estimator for Non-Stationary Random Functions Using Multiple Secondary Variables	1
Spatial Interpolation and Conditional Map Generation Using Deep Image Prior for Environmental Applications	1