Mathematical Geosciences

Article	Citations
Graph Deep Learning Model for Mapping Mineral Prospectivity	55
GANSim: Conditional Facies Simulation Using an Improved Progressive Growing of Generative Adversarial Networks (GANs)	46
Robust Feature Extraction for Geochemical Anomaly Recognition Using a Stacked Convolutional Denoising Autoencoder	46
A Physically Constrained Variational Autoencoder for Geochemical Pattern Recognition	36
A Truly Spatial Random Forests Algorithm for Geoscience Data Analysis and Modelling	29
Quantifying the Tetrad Effect, Shape Components, and Ce–Eu–Gd Anomalies in Rare Earth Element Patterns	28
Contaminant Source Identification in Aquifers: A Critical View	28
Three-Dimensional Structural Geological Modeling Using Graph Neural Networks	25
Stochastic Modelling of Mineral Exploration Targets	21
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China	20
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	20
Bayesian Deep Learning for Spatial Interpolation in the Presence of Auxiliary Information	19
One Step at a Time: The Origins of Sequential Simulation and Beyond	19
Statistical Interpolation of Spatially Varying but Sparsely Measured 3D Geo-Data Using Compressive Sensing and Variational Bayesian Inference	19
Analysing Pairwise Logratios Revisited	18
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	17
An Interpretable Graph Attention Network for Mineral Prospectivity Mapping	16
Special Issue: Geostatistics and Machine Learning	15
Seismic Stratum Segmentation Using an Encoder–Decoder Convolutional Neural Network	14
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	14
Geographically Optimal Similarity	14
Multiple-Point Statistics Simulation Models: Pretty Pictures or Decision-Making Tools?	14
Contaminant Spill in a Sandbox with Non-Gaussian Conductivities: Simultaneous Identification by the Restart Normal-Score Ensemble Kalman Filter	14
On the Use of Interferometric Synthetic Aperture Radar Data for Monitoring and Forecasting Natural Hazards	14
Comparing Methods and Defining Practical Requirements for Extracting Harmonic Tidal Components from Groundwater Level Measurements	13

Three-Dimensional Refined Modelling of Deep Structures by Using the Level Set Method: Application to the Zhaoping Detachment Fault, Jiaodong Peninsula, China	12
Diagenetic Facies Classification in the Arbuckle Formation Using Deep Neural Networks	12
Machine Learning-Based Mapping for Mineral Exploration	12
High-Order Data-Driven Spatial Simulation of Categorical Variables	11
A Graph Clustering Approach to Localization for Adaptive Covariance Tuning in Data Assimilation Based on State-Observation Mapping	11
Geological Mapping Using Direct Sampling and a Convolutional Neural Network Based on Geochemical Survey Data	10
Compositional Scalar-on-Function Regression with Application to Sediment Particle Size Distributions	10
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	10
Revealing Geochemical Patterns Associated with Mineralization Using t-Distributed Stochastic Neighbor Embedding and Random Forest	10
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	10
Quantifying Mineral Resources and Their Uncertainty Using Two Existing Machine Learning Methods	9
Comparison of Recursive Neural Network and Markov Chain Models in Facies Inversion	9
Training Image Free High-Order Stochastic Simulation Based on Aggregated Kernel Statistics	8
Deep Reinforcement Learning for Mineral Prospectivity Mapping	8
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	8
Missing Rainfall Daily Data: A Comparison Among Gap-Filling Approaches	8
Stochastic Local Interaction Model: An Alternative to Kriging for Massive Datasets	8
Automatic Semivariogram Modeling by Convolutional Neural Network	8
Special Issue: Data-Driven Discovery in Geosciences: Opportunities and Challenges	7
New Validity Conditions for the Multivariate Matérn Coregionalization Model, with an Application to Exploration Geochemistry	7
A Monte Carlo-based Workflow for Geochemical Anomaly Identification Under Uncertainty and Global Sensitivity Analysis of Model Parameters	7
Conditional Simulation for Mineral Resource Classification and Mining Dilution Assessment from the Early 1990s to Now	7
Stochastic Inverse Modeling and Parametric Uncertainty of Sediment Deposition Processes Across Geologic Time Scales	7
Stochastic Modeling of Subseismic Faults Conditioned on Displacement and Orientation Maps	7
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	7
Weighting of Parts in Compositional Data Analysis: Advances and Applications	7
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	7
An Automatic Well Planner for Complex Well Trajectories	6
Prestack Bayesian Linearized Inversion with Decorrelated Prior Information	6
A Three-Dimensional Geological Structure Modeling Framework and Its Application in Machine Learning	6
Random Noise Attenuation by Self-supervised Learning from Single Seismic Data	6
Projection Pursuit Random Forest for Mineral Prospectivity Mapping	6
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	6
Supervised Mineral Prospectivity Mapping via Class-Balanced Focal Loss Function on Imbalanced Geoscience Datasets	6
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	6
A Rapid Updating Method to Predict Grade Heterogeneity at Smaller Scales	5
A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging	5
Connectivity in Pixel-Based Facies Models	5
Sensitivity Analysis of Discrete Fracture Network Connectivity Characteristics	5
Geostatistical Rock Physics Inversion for Predicting the Spatial Distribution of Porosity and Saturation in the Critical Zone	5
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data	5
Space–Time Landslide Susceptibility Modeling Based on Data-Driven Methods	5
Modeling of the Correlation Between Mineral Size and Shale Pore Structure at Meso- and Macroscales	5
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	4
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	4
Taking Better Advantage of Fold Axis Data to Characterize Anisotropy of Complex Folded Structures in the Implicit Modeling Framework	4
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	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
Voronoi Meshing to Accurately Capture Geological Structure in Subsurface Simulations	4
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	4

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	4
An Embedded Model Estimator for Non-Stationary Random Functions Using Multiple Secondary Variables	3
CNN Multibeam Seabed Sediment Classification Combined with a Novel Feature Optimization Method	3
Application of Supersplining to the Mesozoic and Paleozoic Geologic Time Scales	3
The Many Forms of Co-kriging: A Diversity of Multivariate Spatial Estimators	3
Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations	3
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	3
Uncertainty Assessment over any Volume without Simulation: Revisiting Multi-Gaussian Kriging	3
Stochastic Modeling of Stratospheric Temperature	3
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	3
Continuous Wavelet Transform and Dynamic Time Warping-Based Fine Division and Correlation of Glutenite Sedimentary Cycles	3
Multi-labeled Regularized Marching Tetrahedra Method for Implicit Geological Modeling	3
Subdivide and Conquer: Adapting Non-Manifold Subdivision Surfaces to Surface-Based Representation and Reconstruction of Complex Geological Structures	3
Geostatistical Seismic Inversion: One Nugget from the Tróia Conference	3
Geophysics-Based Fluid-Facies Predictions Using Ensemble Updating of Binary State Vectors	3
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	3
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	3
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	3
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	3
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	3
Ensemble-Based Seismic and Production Data Assimilation Using Selection Kalman Model	3
Generalization of the Fission-Track Arrhenius Annealing Equations	3
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	3
Multivariate Geostatistical Simulation and Deep Q-Learning to Optimize Mining Decisions	3
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	3
Generative Adversarial Network Applied to Ore Type Modeling in Complex Geological Environments	3
Bedding Angle Identification from BIF Marker Shales via Modified Dynamic Time Warping	3
Estimation of Reservoir Fracture Properties from Seismic Data Using Markov Chain Monte Carlo Methods	2
Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	2
A Comparison Between Machine Learning and Functional Geostatistics Approaches for Data-Driven Analyses of Sediment Transport in a Pre-Alpine Stream	2
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	2
Exploratory Analysis of Geochemical Data and Inference of Soil Minerals at Sites Across Canada	2
Sequential Simulation of a Conditional Boolean Model	2
A Mimetic Finite-Difference Method for Two-Dimensional DC Resistivity Modeling	2
A New Non-stationary High-order Spatial Sequential Simulation Method	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
Modeling Geospatial Uncertainty of Geometallurgical Variables with Bayesian Models and Hilbert–Kriging	2
Vertical Stacking Statistics of Multi-facies Object-Based Models	2
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	2
Teaching Groundwater Flow and Contaminant Transport Modeling via a Sand-Tank Model	2
Accurate Computation of Fracture Density Variations: A New Approach Tested on Fracture Corridors	2
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	2
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	2
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	2
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	2
Using the Graph-Cut Method to Segment the Mineralization Area in the Gejiu Region of Yunnan Province, China	2
Joint Clarification of Contaminant Plume and Hydraulic Transmissivity via a Geostatistical Approach Using Hydraulic Head and Contaminant Concentration Data	1
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	1
Palaeoenvironmental Reconstruction of a Lower Pleistocene Stratigraphic Section in Sousaki Basin, Greece, Using Fuzzy Cognitive Maps	1
Stochastic Geomodeling of Karst Morphology by Dynamic Graph Dissolution	1
A Fractal Simulation Method for Simulating the Resource Abundance of Oil and Gas and Its Application	1
Monitoring Mining Activity and Vegetation Recovery in Rare Earth Element Mining Areas	1
Stochastic Facies Inversion with Prior Sampling by Conditional Generative Adversarial Networks Based on Training Image	1
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	1
Reducing the Effect of Incorrect Lithology Labels on the Training of Deep Neural Networks for Lithology Identification	1
Improved Fracture Segmentation from Unwrapped Drill-Core Images Using an Innovative Two-Stage Segmentation Approach	1
A Riemannian Tool for Clustering of Geo-Spatial Multivariate Data	1
Compression-based Facies Modelling	1
From Fault Likelihood to Fault Networks: Stochastic Seismic Interpretation Through a Marked Point Process with Interactions	1
Effectiveness of Neural Kriging for Three-Dimensional Modeling of Sparse and Strongly Biased Distribution of Geological Data with Application to Seafloor Hydrothermal Mineralization	1
Geostatistics in the Presence of Multivariate Complexities: Comparison of Multi-Gaussian Transforms	1
Nonrigid Registration Using Gaussian Processes and Local Likelihood Estimation	1
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	1
Local Ranking of Geological Conceptual Models in Non-stationary Settings Using Multi-point Geostatistics	1
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	1
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	1
Long-Term Copper Production to 2100	1
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	1
Revisiting the Geochemical Classification of Zircon Source Rocks Using a Machine Learning Approach	1
A Nonlinear Dynamical Model for Monthly Runoff Forecasting in Situations of Small Samples	1
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	1
Updating Local Anisotropies with Template Matching During Geostatistical Seismic Inversion	1
Special Issue: Geostatistics Toronto 2021	1
Unpacking Occupational Health Data in the Service Sector: From Bayesian Networking and Spatial Clustering to Policy-Making	1
Identification of Mineralization in Geochemistry for Grid Sampling Using Generalized Additive Models	1
Multivariate Cross-Validation and Measures of Accuracy and Precision	1
p-Kernel Stein Variational Gradient Descent for Data Assimilation and History Matching	1
Adaptive POD-Galerkin Technique for Reservoir Simulation and Optimization	1
Unified Multi-structural Element Modeling Methods Using Icosahedral Discrete Global Grid Systems	1
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	1

Implications of Aggregating and Smoothing Daily Production Data on Estimates of the Transition Time Between Flow Regimes in Horizontal Hydraulically Fractured Bakken Oil Wells	1
EpiGeostats: An R Package to Facilitate Visualization of Geostatistical Disease Risk Maps	1
Probability Transform of Kriging Estimates and Its Effects on Selection Bias and Conditional Bias	1
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	1