Mathematical Geosciences

Papers
(The H4-Index of Mathematical Geosciences is 16. 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 2020-11-01 to 2024-11-01.)
ArticleCitations
Graph Deep Learning Model for Mapping Mineral Prospectivity55
Robust Feature Extraction for Geochemical Anomaly Recognition Using a Stacked Convolutional Denoising Autoencoder46
GANSim: Conditional Facies Simulation Using an Improved Progressive Growing of Generative Adversarial Networks (GANs)46
A Physically Constrained Variational Autoencoder for Geochemical Pattern Recognition36
A Truly Spatial Random Forests Algorithm for Geoscience Data Analysis and Modelling29
Quantifying the Tetrad Effect, Shape Components, and Ce–Eu–Gd Anomalies in Rare Earth Element Patterns28
Contaminant Source Identification in Aquifers: A Critical View28
Three-Dimensional Structural Geological Modeling Using Graph Neural Networks25
Stochastic Modelling of Mineral Exploration Targets21
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation20
Automated Machine Learning-Based Landslide Susceptibility Mapping for the Three Gorges Reservoir Area, China20
One Step at a Time: The Origins of Sequential Simulation and Beyond19
Statistical Interpolation of Spatially Varying but Sparsely Measured 3D Geo-Data Using Compressive Sensing and Variational Bayesian Inference19
Bayesian Deep Learning for Spatial Interpolation in the Presence of Auxiliary Information19
Analysing Pairwise Logratios Revisited18
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm17
An Interpretable Graph Attention Network for Mineral Prospectivity Mapping16
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