Mathematical Geosciences

Article	Citations
Weighting of Parts in Compositional Data Analysis: Advances and Applications	80
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	49
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	44
Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	43
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	42
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	37
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	34
Stochastic Modeling of Stratospheric Temperature	33
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	33
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	31
Mathematical Geosciences Best Paper Award 2021	31
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	29
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	25
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	22
Insights in Hierarchical Clustering of Variables for Compositional Data	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
Sequential Simulation of a Conditional Boolean Model	16
Acknowledgement of Reviewers for 2022	15
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	15
An Improved Anticipated Learning Machine for Daily Runoff Prediction in Data-Scarce Regions	14
A Spline-Based Regularized Method for the Reconstruction of Complex Geological Models	14
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	14
Compression-based Facies Modelling	14
Uncertainty Propagation in Deep Gaussian Process Networks	13

A Novel Progressive Many-Objective Optimization Approach for Engineering-Controllable Parameters of an Enhanced Geothermal System in the Gonghe Basin, China	13
Correction to: Resource and Grade Control Model Updating for Underground Mining Production Settings	13
Geological Knowledge-Embedding Transfer-Learning Architecture for Geochemical Anomaly Identification	13
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	12
IAMG Andrei Borisovich Vistelius Research Award of the Year 2021: Francky Fouedjio	12
Numerical Simulation of a Thermal-Hydraulic-Chemical Multiphase Flow Model for $$\hbox {CO}_2$$ Sequestration in Saline Aquifers	11
Permeability Sensitivity of Coupled Electrical and Hydraulic Data in Unconfined Aquifers	11
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	11
A Local Parameterization-Based Probabilistic Cooperative Coevolutionary Algorithm for History Matching	11
Sedimentary Stratigraphic Uncertainty: A Quantitative Analysis Framework Based on Information Theory and Stochastic Processes	11
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	11
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	10
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	10
Geostatistical Predictive Model of Drought Severity: A Case Study of Southern Portugal	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
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	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	8
High-Order Data-Driven Spatial Simulation of Categorical Variables	8
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	8
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	8
Estimation of Reservoir Fracture Properties from Seismic Data Using Markov Chain Monte Carlo Methods	8
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	8
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	8
Graph Deep Learning Model for Mapping Mineral Prospectivity	8
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	8
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	8
Geographically Optimal Similarity	7
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	7
Probability Transform of Kriging Estimates and Its Effects on Selection Bias and Conditional Bias	7
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	7
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	7
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	7
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	7
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	6
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	6
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	6
Special Issue: Data-Driven Discovery in Geosciences: Opportunities and Challenges	6
And the 2022 Krumbein Medalist of the IAMG is…	6
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	6
Stochastic Local Interaction Model: An Alternative to Kriging for Massive Datasets	6
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	6
A Statistical Study of Latent Diffusion Models for Geological Facies Modeling	6
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China	5
Correction to: Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	5
Stochastic Modelling of Mineral Exploration Targets	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
Geological Mapping Using Direct Sampling and a Convolutional Neural Network Based on Geochemical Survey Data	5
Domain Adversarial Neural Network for Mapping Mineral Prospectivity	5

A Three-Dimensional Geological Structure Modeling Framework and Its Application in Machine Learning	5
Sensitivity Analysis of Discrete Fracture Network Connectivity Characteristics	5
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	4
Automatic Semivariogram Modeling by Convolutional Neural Network	4
The Editor’s Best Reviewer Award 2020	4
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	4
Mapping the Evolution of Mathematical Geoscience Research with Big Literature Data and Context-Aware Text Mining	4
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	4
Data-Driven Spectral Methods for Stochastic Surrogate Modeling and Efficient Data Assimilation in Subsurface Flows	4
Unpacking Occupational Health Data in the Service Sector: From Bayesian Networking and Spatial Clustering to Policy-Making	3
Special Issue: Geostatistics Toronto 2021	3
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data	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
Updating Local Anisotropies with Template Matching During Geostatistical Seismic Inversion	3
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	3
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	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
The Many Forms of Co-kriging: A Diversity of Multivariate Spatial Estimators	3
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	3
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	3
Long-Term Copper Production to 2100	3
Extension of Fourier Neural Operator from Three-Dimensional (x, y, t) to Four-Dimensional (x, y, z, t) Subsurface Flow Simulation	3
From Fault Likelihood to Fault Networks: Stochastic Seismic Interpretation Through a Marked Point Process with Interactions	3
Spatial Multivariate Morphing Transformation	3
A Riemannian Tool for Clustering of Geo-Spatial Multivariate Data	2
Quaternions for Rotations in Paleomagnetism	2
Subdivide and Conquer: Adapting Non-Manifold Subdivision Surfaces to Surface-Based Representation and Reconstruction of Complex Geological Structures	2
Local Ranking of Geological Conceptual Models in Non-stationary Settings Using Multi-point Geostatistics	2
Robust Optimization under Geological Uncertainty Using a TransUNet-Based Surrogate Model with EnOpt Algorithm	2
Unified Multi-structural Element Modeling Methods Using Icosahedral Discrete Global Grid Systems	2
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	2
Acknowledgement of Reviewers for 2023	2
And the 2024 Krumbein Medalist of the IAMG is…	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
Stochastic Modeling of Subseismic Faults Conditioned on Displacement and Orientation Maps	2
Estimating Contaminated Soil Volumes Using a Generative Neural Network: A Hydrocarbon Case in France	2
Towards a Synergistic Progressive Ensemble Framework for Automatic Post-Earthquake Landslide Recognition and Susceptibility Assessment	2
Improved Fracture Segmentation from Unwrapped Drill-Core Images Using an Innovative Two-Stage Segmentation Approach	2
An Automatic Well Planner for Complex Well Trajectories	2
The Editor’s Best Reviewer Awards 2021	2
A New Non-stationary High-order Spatial Sequential Simulation Method	2
Machine Learning-Based Mapping for Mineral Exploration	2
KNN-GCN: A Deep Learning Approach for Slope-Unit-Based Landslide Susceptibility Mapping Incorporating Spatial Correlations	2
Adaptive POD-Galerkin Technique for Reservoir Simulation and Optimization	1
Implicit Tetrahedral and Surface Mesh Generation for 3D Reservoir Structural Modeling	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
A Graph Clustering Approach to Localization for Adaptive Covariance Tuning in Data Assimilation Based on State-Observation Mapping	1
Multi-labeled Regularized Marching Tetrahedra Method for Implicit Geological Modeling	1
Advanced Permeability Prediction Through Two-Dimensional Geological Feature Image Extraction with CNN Regression from Well Logs Data	1
Multivariate Confluent Hypergeometric Covariance Functions with Simultaneous Flexibility over Smoothness and Tail Decay	1
Quantifying and Analyzing the Uncertainty in Fault Interpretation Using Entropy	1
Modeling Geospatial Uncertainty of Geometallurgical Variables with Bayesian Models and Hilbert–Kriging	1
Modeling of the Correlation Between Mineral Size and Shale Pore Structure at Meso- and Macroscales	1
Teaching Numerical Groundwater Flow Modeling with Spreadsheets: Unconfined Aquifers and Multilayered Vertical Cross-Sections	1
New Validity Conditions for the Multivariate Matérn Coregionalization Model, with an Application to Exploration Geochemistry	1
Generalized Solution for Double-Porosity Flow Through a Graded Excavation Damaged Zone	1
Hybrid Parametric Classes of Isotropic Covariance Functions for Spatial Random Fields	1
Generative Adversarial Network Applied to Ore Type Modeling in Complex Geological Environments	1
Simulation Enhancement GAN for Efficient Reservoir Simulation at Fine Scales	1
Spatial Interpolation and Conditional Map Generation Using Deep Image Prior for Environmental Applications	1
Space–Time Distribution of Trichloroethylene Groundwater Concentrations: Geostatistical Modeling and Visualization	1
Bayesian Ensemble Kalman Filter for Gaussian Mixture Models	1
Two-Dimensional Stochastic Structural Geomodeling with Deep Generative Adversarial Networks	1
Predicting Geothermal Heat Flow in the Bohai Bay Basin Based on Machine Learning Methods	1
Geostatistics in the Presence of Multivariate Complexities: Comparison of Multi-Gaussian Transforms	1
Reducing the Effect of Incorrect Lithology Labels on the Training of Deep Neural Networks for Lithology Identification	1
Blind Source Separation of Spectrally Filtered Geochemical Signals to Recognize Multi-depth Ore-Related Enrichment Patterns	1
Semi-Analytical Three-Dimensional Solute Transport of Sequentially Decaying Species with Mobile-Immobile Regions, Sorption, Decay, and Arbitrary Transient Source	1
An Embedded Model Estimator for Non-Stationary Random Functions Using Multiple Secondary Variables	1
Spatial-Spectrum Two-Branch Model Based on a Superpixel Graph Convolutional Network and 1DCNN for Geochemical Anomaly Identification	1
The Geographical Pattern of Local Statistical Dispersion of Environmental Radon in Europe	1
Unbiased Proxy Calibration	1
Ghislain de Marsily: A Life Dedicated to Hydrology and Earth Sciences	1
Revealing Geochemical Patterns Associated with Mineralization Using t-Distributed Stochastic Neighbor Embedding and Random Forest	1
A Tree Representation of Pluri-Gaussian Truncation Rules	1
Space–Time Landslide Susceptibility Modeling Based on Data-Driven Methods	1
Three-Dimensional Inversion of Magnetic Anomalies Using a Low-Level Representation and an Evolution Strategy for Archaeological Studies	1
Supervised Mineral Prospectivity Mapping via Class-Balanced Focal Loss Function on Imbalanced Geoscience Datasets	1

Application of Supersplining to the Mesozoic and Paleozoic Geologic Time Scales	1
Modeling Extreme Precipitation Data in a Mining Area	1
A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging	1
EpiGeostats: An R Package to Facilitate Visualization of Geostatistical Disease Risk Maps	1
A Stochastic Model of an Early Warning System for Detecting Anomalous Incidence Values of COVID-19	1
Ensemble Smoother with Multiple Data Assimilation as a Tool for Curve Fitting and Parameter Uncertainty Characterization: Example Applications to Fit Nonlinear Sorption Isotherms	1
Projection Pursuit Random Forest for Mineral Prospectivity Mapping	1