Mathematical Geosciences

Article	Citations
GANSim: Conditional Facies Simulation Using an Improved Progressive Growing of Generative Adversarial Networks (GANs)	40
Robust Feature Extraction for Geochemical Anomaly Recognition Using a Stacked Convolutional Denoising Autoencoder	39
Graph Deep Learning Model for Mapping Mineral Prospectivity	38
A Coarse-to-Fine Approach for Intelligent Logging Lithology Identification with Extremely Randomized Trees	23
Classical and Robust Regression Analysis with Compositional Data	23
A Physically Constrained Variational Autoencoder for Geochemical Pattern Recognition	23
Fusion of Geochemical and Remote-Sensing Data for Lithological Mapping Using Random Forest Metric Learning	23
Three-Dimensional Structural Geological Modeling Using Graph Neural Networks	22
MIN3P-HPC: A High-Performance Unstructured Grid Code for Subsurface Flow and Reactive Transport Simulation	22
A Truly Spatial Random Forests Algorithm for Geoscience Data Analysis and Modelling	22
Quantifying the Tetrad Effect, Shape Components, and Ce–Eu–Gd Anomalies in Rare Earth Element Patterns	22
One Step at a Time: The Origins of Sequential Simulation and Beyond	20
Contaminant Source Identification in Aquifers: A Critical View	18
Statistical Interpolation of Spatially Varying but Sparsely Measured 3D Geo-Data Using Compressive Sensing and Variational Bayesian Inference	18
Stochastic Modelling of Mineral Exploration Targets	17
Entropy and Information Content of Geostatistical Models	16
Analysing Pairwise Logratios Revisited	15
Finite Difference Implicit Structural Modeling of Geological Structures	14
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	14
Seismic Stratum Segmentation Using an Encoder–Decoder Convolutional Neural Network	13
Special Issue: Geostatistics and Machine Learning	13
Contaminant Spill in a Sandbox with Non-Gaussian Conductivities: Simultaneous Identification by the Restart Normal-Score Ensemble Kalman Filter	12
On the Use of Interferometric Synthetic Aperture Radar Data for Monitoring and Forecasting Natural Hazards	12
Bayesian Deep Learning for Spatial Interpolation in the Presence of Auxiliary Information	12
Multiple-Point Statistics Simulation Models: Pretty Pictures or Decision-Making Tools?	12

Compositional Data in Geostatistics: A Log-Ratio Based Framework to Analyze Regionalized Compositions	12
Diagenetic Facies Classification in the Arbuckle Formation Using Deep Neural Networks	11
Multivariate Outlier Detection in Applied Data Analysis: Global, Local, Compositional and Cellwise Outliers	11
Towards Geostatistical Learning for the Geosciences: A Case Study in Improving the Spatial Awareness of Spectral Clustering	11
Comparing Methods and Defining Practical Requirements for Extracting Harmonic Tidal Components from Groundwater Level Measurements	10
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	10
Application of Bayesian Generative Adversarial Networks to Geological Facies Modeling	10
Boundary Identification and Surface Updates Using MWD	9
Temperature Dependence of the Permeability of Sandstone Under Loading and Unloading Conditions of Confining Pressure	9
Resource and Grade Control Model Updating for Underground Mining Production Settings	9
Spatiotemporal Precipitation Estimation from Rain Gauges and Meteorological Radar Using Geostatistics	9
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	9
High-Order Data-Driven Spatial Simulation of Categorical Variables	8
A Comparison of Extremal Optimization, Differential Evolution and Particle Swarm Optimization Methods for Well Placement Design in Groundwater Management	8
A Graph Clustering Approach to Localization for Adaptive Covariance Tuning in Data Assimilation Based on State-Observation Mapping	8
Finite Element Solvers for Biot’s Poroelasticity Equations in Porous Media	8
Blind Source Separation for Compositional Time Series	8
Weighted Symmetric Pivot Coordinates for Compositional Data with Geochemical Applications	8
Three-Dimensional Refined Modelling of Deep Structures by Using the Level Set Method: Application to the Zhaoping Detachment Fault, Jiaodong Peninsula, China	8
Discriminant Analysis for Compositional Data Incorporating Cell-Wise Uncertainties	8
Comparison of Recursive Neural Network and Markov Chain Models in Facies Inversion	8
Geological Mapping Using Direct Sampling and a Convolutional Neural Network Based on Geochemical Survey Data	7
Resource Model Updating For Compositional Geometallurgical Variables	7
Stochastic Inverse Modeling and Parametric Uncertainty of Sediment Deposition Processes Across Geologic Time Scales	7
Quantifying Mineral Resources and Their Uncertainty Using Two Existing Machine Learning Methods	7
Training Image Free High-Order Stochastic Simulation Based on Aggregated Kernel Statistics	7
Compositional Scalar-on-Function Regression with Application to Sediment Particle Size Distributions	7
Revealing Geochemical Patterns Associated with Mineralization Using t-Distributed Stochastic Neighbor Embedding and Random Forest	7
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China	7
Automatic Semivariogram Modeling by Convolutional Neural Network	7
Machine Learning-Based Mapping for Mineral Exploration	6
An Automatic Well Planner for Complex Well Trajectories	6
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	6
Weighting of Parts in Compositional Data Analysis: Advances and Applications	6
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	6
Random Noise Attenuation by Self-supervised Learning from Single Seismic Data	6
New Validity Conditions for the Multivariate Matérn Coregionalization Model, with an Application to Exploration Geochemistry	6
Bridging Deep Convolutional Autoencoders and Ensemble Smoothers for Improved Estimation of Channelized Reservoirs	6
Stochastic Local Interaction Model: An Alternative to Kriging for Massive Datasets	6
A Spatial Correlation-Based Anomaly Detection Method for Subsurface Modeling	6
Stochastic Modeling of Subseismic Faults Conditioned on Displacement and Orientation Maps	6
Is Cell-to-Cell Scale Variability Necessary in Reservoir Models?	6
Conditional Simulation for Mineral Resource Classification and Mining Dilution Assessment from the Early 1990s to Now	5
An Interpretable Graph Attention Network for Mineral Prospectivity Mapping	5
Geographically Optimal Similarity	5
The Physical Meaning of the Koval Factor	5
A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging	5
Deep Reinforcement Learning for Mineral Prospectivity Mapping	5
Connectivity in Pixel-Based Facies Models	5
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	4

From Natural Resources Evaluation to Spatial Epidemiology: 25 Years in the Making	4
Modeling of the Correlation Between Mineral Size and Shale Pore Structure at Meso- and Macroscales	4
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	4
A Rapid Updating Method to Predict Grade Heterogeneity at Smaller Scales	4
Special Issue: Data-Driven Discovery in Geosciences: Opportunities and Challenges	4
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	4
Geostatistical Seismic Inversion with Self-Updating of Local Probability Distributions	4
Prestack Bayesian Linearized Inversion with Decorrelated Prior Information	4
Projection Pursuit Random Forest for Mineral Prospectivity Mapping	4
Sensitivity Analysis of Discrete Fracture Network Connectivity Characteristics	4
Modeling Ocean Currents Through Complex Random Fields Indexed in Time	4
Modeling and Simulating Depositional Sequences Using Latent Gaussian Random Fields	4
Supervised Mineral Prospectivity Mapping via Class-Balanced Focal Loss Function on Imbalanced Geoscience Datasets	4
Missing Rainfall Daily Data: A Comparison Among Gap-Filling Approaches	4
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	3
Geophysics-Based Fluid-Facies Predictions Using Ensemble Updating of Binary State Vectors	3
Bedding Angle Identification from BIF Marker Shales via Modified Dynamic Time Warping	3
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	3
Stochastic Modeling of Stratospheric Temperature	3
Multi-labeled Regularized Marching Tetrahedra Method for Implicit Geological Modeling	3
Geostatistical Rock Physics Inversion for Predicting the Spatial Distribution of Porosity and Saturation in the Critical Zone	3
Ensemble Smoother with Multiple Data Assimilation as a Tool for Curve Fitting and Parameter Uncertainty Characterization: Example Applications to Fit Nonlinear Sorption Isotherms	3
Modeling and Fitting of Three-Dimensional Mineral Microstructures by Multinary Random Fields	3
Generative Adversarial Network Applied to Ore Type Modeling in Complex Geological Environments	3
Space–Time Landslide Susceptibility Modeling Based on Data-Driven Methods	3
Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations	3
An Embedded Model Estimator for Non-Stationary Random Functions Using Multiple Secondary Variables	3
Taking Better Advantage of Fold Axis Data to Characterize Anisotropy of Complex Folded Structures in the Implicit Modeling Framework	3
Teaching Numerical Groundwater Flow Modeling with Spreadsheets	3
The Anomaly Detector, Semi-supervised Classifier, and Supervised Classifier Based on K-Nearest Neighbors in Geochemical Anomaly Detection: A Comparative Study	2
A Monte Carlo-based Workflow for Geochemical Anomaly Identification Under Uncertainty and Global Sensitivity Analysis of Model Parameters	2
Adaptive Ensemble-Based Optimisation for Petrophysical Inversion	2
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	2
A Comparison Between Machine Learning and Functional Geostatistics Approaches for Data-Driven Analyses of Sediment Transport in a Pre-Alpine Stream	2
Application of Supersplining to the Mesozoic and Paleozoic Geologic Time Scales	2
Unified Multi-structural Element Modeling Methods Using Icosahedral Discrete Global Grid Systems	2
Uncertainty Assessment over any Volume without Simulation: Revisiting Multi-Gaussian Kriging	2
Ensemble-Based Seismic and Production Data Assimilation Using Selection Kalman Model	2
Teaching Groundwater Flow and Contaminant Transport Modeling via a Sand-Tank Model	2
A Machine Learning Approach for Material Type Logging and Chemical Assaying from Autonomous Measure-While-Drilling (MWD) Data	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
A Three-Dimensional Geological Structure Modeling Framework and Its Application in Machine Learning	2
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	2
Subdivide and Conquer: Adapting Non-Manifold Subdivision Surfaces to Surface-Based Representation and Reconstruction of Complex Geological Structures	2
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	2
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	2
Geostatistical Seismic Inversion: One Nugget from the Tróia Conference	2
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	2
A New Non-stationary High-order Spatial Sequential Simulation Method	2
Accurate Computation of Fracture Density Variations: A New Approach Tested on Fracture Corridors	2
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	2
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	2
Generalization of the Fission-Track Arrhenius Annealing Equations	2
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	2
Hybrid Iterative Ensemble Smoother for History Matching of Hierarchical Models	2
A Mimetic Finite-Difference Method for Two-Dimensional DC Resistivity Modeling	2
Multivariate Geostatistical Simulation and Deep Q-Learning to Optimize Mining Decisions	1
A New Type of Conditioning of Stationary Fields and Its Application to the Spectral Simulation Approach in Geostatistics	1
Voronoi Meshing to Accurately Capture Geological Structure in Subsurface Simulations	1
Using the Graph-Cut Method to Segment the Mineralization Area in the Gejiu Region of Yunnan Province, China	1
p-Kernel Stein Variational Gradient Descent for Data Assimilation and History Matching	1
Identification and Delineation of the Earth’s Large-Scale Closed Terrain Depressions and Their Fractal Size Distribution	1
A Nonlinear Dynamical Model for Monthly Runoff Forecasting in Situations of Small Samples	1
Vertical Stacking Statistics of Multi-facies Object-Based Models	1
A Riemannian Tool for Clustering of Geo-Spatial Multivariate Data	1
Special Issue: Geostatistics Toronto 2021	1
Exploratory Analysis of Geochemical Data and Inference of Soil Minerals at Sites Across Canada	1
Palaeoenvironmental Reconstruction of a Lower Pleistocene Stratigraphic Section in Sousaki Basin, Greece, Using Fuzzy Cognitive Maps	1
Identification of Mineralization in Geochemistry for Grid Sampling Using Generalized Additive Models	1
Multivariate Cross-Validation and Measures of Accuracy and Precision	1
Local Ranking of Geological Conceptual Models in Non-stationary Settings Using Multi-point Geostatistics	1
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	1
Implementation of Geostatistical Algorithms	1
Surface Warping Incorporating Machine Learning Assisted Domain Likelihood Estimation: A New Paradigm in Mine Geology Modeling and Automation	1
Modeling Geospatial Uncertainty of Geometallurgical Variables with Bayesian Models and Hilbert–Kriging	1
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	1
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	1
Probability Transform of Kriging Estimates and Its Effects on Selection Bias and Conditional Bias	1
EpiGeostats: An R Package to Facilitate Visualization of Geostatistical Disease Risk Maps	1
Continuous Wavelet Transform and Dynamic Time Warping-Based Fine Division and Correlation of Glutenite Sedimentary Cycles	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
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	1
Stochastic Geomodeling of Karst Morphology by Dynamic Graph Dissolution	1
Spectral Analysis based on Wavelet Transform Maxima: Identification of Multi-order Stratigraphic Boundaries and Cycles	1
CNN Multibeam Seabed Sediment Classification Combined with a Novel Feature Optimization Method	1
Farewell to Harry M. Parker (1946–2019)	1
A Fractal Simulation Method for Simulating the Resource Abundance of Oil and Gas and Its Application	1
Linking Gy’s Formula to QA/QC Duplicates Statistics	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
Properties and Comparison of Some Kriging Sub-model Aggregation Methods	1
Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration	1
Compression-based Facies Modelling	1
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	1
Sequential Simulation of a Conditional Boolean Model	1
Improving Mineral Prospectivity Model Generalization: An Example from Orogenic Gold Mineralization of the Sturgeon Lake Transect, Ontario, Canada	1
Nonrigid Registration Using Gaussian Processes and Local Likelihood Estimation	1