OOIR: Observatory of International Research

Papers

(The TQCC of Mathematical Geosciences is 5. 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 2021-09-01 to 2025-09-01.)

Article	Citations
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	94
Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	53
Stochastic Inversion of Gravity Data Accounting for Structural Uncertainty	41
Teaching Transient Groundwater Flow Modeling in a Confined Aquifer with Excel and ChatGPT	41
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	41
Stochastic Modeling of Stratospheric Temperature	37
2025 Andrei Borisovich Vistelius Research Award: Anirudh Prabhu	35
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	34
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	33
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	26
Mathematical Geosciences Best Paper Award 2021	25
A Cox Rate-and-State Model for Monitoring Seismic Hazard in the Groningen Gas Field	23
Improving Geochemical Anomaly Recognition Associated with Mineralization via Geological Knowledge Interacting Reinforcement Learning	23
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	20
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	19
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	18
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	18
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	16
Sequential Simulation of a Conditional Boolean Model	16
Efficient Approximations of Effective Permeability of Fractured Porous Media Using Machine Learning: A Computational Geometry Approach	15
Acknowledgement of Reviewers for 2022	15
Implicit Difference Solution for One-Dimensional Consolidation of Unsaturated Soil: Numerical Verification and Application to Soil-Cushion System	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

Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	13
Compression-based Facies Modelling	13
A Novel Progressive Many-Objective Optimization Approach for Engineering-Controllable Parameters of an Enhanced Geothermal System in the Gonghe Basin, China	12
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	11
Geological Knowledge-Embedding Transfer-Learning Architecture for Geochemical Anomaly Identification	11
A Spline-Based Regularized Method for the Reconstruction of Complex Geological Models	11
Permeability Sensitivity of Coupled Electrical and Hydraulic Data in Unconfined Aquifers	10
A Local Parameterization-Based Probabilistic Cooperative Coevolutionary Algorithm for History Matching	10
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	10
Uncertainty Propagation in Deep Gaussian Process Networks	10
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	9
Numerical Simulation of a Thermal-Hydraulic-Chemical Multiphase Flow Model for $$\hbox {CO}_2$$ Sequestration in Saline Aquifers	9
Estimating Rock Composition from Replicate Geochemical Analyses: Theory and Application to Magmatic Rocks of the GeoPT Database	9
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	9
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	9
Tracing Sedimentary Origins in Multivariate Geochronology via Constrained Tensor Factorization	9
Sedimentary Stratigraphic Uncertainty: A Quantitative Analysis Framework Based on Information Theory and Stochastic Processes	9
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	9
Geostatistical Predictive Model of Drought Severity: A Case Study of Southern Portugal	9
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	8
Evaluating the Stability of Deep Learning Latent Feature Space for Subsurface Modeling	8
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	8
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	8
Graph Deep Learning Model for Mapping Mineral Prospectivity	8
Estimation of Reservoir Fracture Properties from Seismic Data Using Markov Chain Monte Carlo Methods	8
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	8
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	7
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	7
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	6
Probability Transform of Kriging Estimates and Its Effects on Selection Bias and Conditional Bias	6
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	6
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	6
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	6
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	6
Geographically Optimal Similarity	6
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	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
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	5
Dual-Branch Convolutional Neural Network and Its Post Hoc Interpretability for Mapping Mineral Prospectivity	5
A Constrained Divisive-Compositional Approach to Micropalaeontological Ecozonation	5
A Graph-Theoretic Monte Carlo Framework for Comparing Delta Surface Dynamics and Subsurface Structure in Numerical Models and Physical Experiments	5
Data Conditioning for Subsurface Models with Single-Image Generative Adversarial Network (SinGAN)	5
And the 2022 Krumbein Medalist of the IAMG is…	5
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	5
A Statistical Study of Latent Diffusion Models for Geological Facies Modeling	5
Targeting Method of Estimating Number of Undiscovered Mineral Deposits	5