OOIR: Observatory of International Research

Papers

(The TQCC of Mathematical Geosciences is 6. 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 2021-12-01 to 2025-12-01.)

Article	Citations
Effects of Fluid Pressure Development on Hydrothermal Mineralization via Cellular Automaton Simulation	106
Stochastic Modeling of Stratospheric Temperature	49
Optimization of Subsurface Flow Operations Using a Dynamic Proxy Strategy	46
2025 Andrei Borisovich Vistelius Research Award: Anirudh Prabhu	43
Teaching Transient Groundwater Flow Modeling in a Confined Aquifer with Excel and ChatGPT	40
Quantification of Fracture Roughness by Change Probabilities and Hurst Exponents	38
Drill Pattern Optimisation for Large Complex Blasts to Improve Fragmentation and Dig Efficiency	35
Incorporating Geological Knowledge into Deep Learning to Enhance Geochemical Anomaly Identification Related to Mineralization and Interpretability	30
Lithology Identification of UAV Oblique Photography Images Based on Semantic Segmentation Neural Network Algorithm	27
Mathematical Geosciences Best Paper Award 2021	26
Improving Geochemical Anomaly Recognition Associated with Mineralization via Geological Knowledge Interacting Reinforcement Learning	25
A Cox Rate-and-State Model for Monitoring Seismic Hazard in the Groningen Gas Field	25
Geologically Constrained Convolutional Neural Network for Mineral Prospectivity Mapping	23
Geophysical Logging Curve Reconstruction Based on Diff-Mamba Modeling	22
Uncertainty Quantification of Deep Learning Algorithms for Lithological Mapping	21
Three-Dimensional Inversion of Gravity Data Using the Levy PDF for Depth Weighting and a Rank Order Smoothing Constraint	21
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	18
Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm	17
Insights in Hierarchical Clustering of Variables for Compositional Data	16
Efficient Approximations of Effective Permeability of Fractured Porous Media Using Machine Learning: A Computational Geometry Approach	16
Advanced KNN Approaches for Explainable Seismic-Volcanic Signal Classification	16
Generalized Conditioning of Generative Artificial Intelligence for History Matching Subsurface Models	15
SeisGAN: Improving Seismic Image Resolution and Reducing Random Noise Using a Generative Adversarial Network	15
Geological Knowledge-Embedding Transfer-Learning Architecture for Geochemical Anomaly Identification	14

Acknowledgement of Reviewers for 2022	14
Empirical Orthogonal Maps (EOM) and Principal Spatial Patterns: Illustration for Octopus Distribution Off Mauritania Over the Period 1987–2017	13
An Improved Anticipated Learning Machine for Daily Runoff Prediction in Data-Scarce Regions	13
A Novel Progressive Many-Objective Optimization Approach for Engineering-Controllable Parameters of an Enhanced Geothermal System in the Gonghe Basin, China	12
Uncertainty Propagation in Deep Gaussian Process Networks	11
Compression-based Facies Modelling	11
A Spline-Based Regularized Method for the Reconstruction of Complex Geological Models	11
Robust Optimal Well Control using an Adaptive Multigrid Reinforcement Learning Framework	11
Tracing Sedimentary Origins in Multivariate Geochronology via Constrained Tensor Factorization	10
Robust Statistical Processing of Long-Time Data Series to Estimate Soil Water Content	10
Pore Pressure Uncertainty Characterization Coupling Machine Learning and Geostatistical Modelling	10
A Local Parameterization-Based Probabilistic Cooperative Coevolutionary Algorithm for History Matching	10
Geostatistical Predictive Model of Drought Severity: A Case Study of Southern Portugal	10
Seismic Data Denoising Using a Self-Supervised Deep Learning Network	10
Numerical Simulation of a Thermal-Hydraulic-Chemical Multiphase Flow Model for $$\hbox {CO}_2$$ Sequestration in Saline Aquifers	10
Permeability Sensitivity of Coupled Electrical and Hydraulic Data in Unconfined Aquifers	10
Bayesian Decomposition Modelling: An Interpretable Nonlinear Approach for Mineral Prospectivity Mapping	10
Estimating Rock Composition from Replicate Geochemical Analyses: Theory and Application to Magmatic Rocks of the GeoPT Database	10
Ensemble and Self-supervised Learning for Improved Classification of Seismic Signals from the Åknes Rockslope	10
Sedimentary Stratigraphic Uncertainty: A Quantitative Analysis Framework Based on Information Theory and Stochastic Processes	10
Crucial Geochemical Signal Identification for Cu-Fertile Magmas in Paleo-Tethyan Arc Based on Machine Learning	9
Three-Dimensional Latent Diffusion Models for Parameterizing and History Matching Facies Systems Under Hierarchical Uncertainty	9
Coal Seam Geological Implicit Modeling with Fault Networks and Kinematic Parameters	9
A Comparison Between Bayesian and Ordinary Kriging Based on Validation Criteria: Application to Radiological Characterisation	9
Evaluating the Stability of Deep Learning Latent Feature Space for Subsurface Modeling	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
An Uncertainty Analysis Method Based on a Globally Optimal Truth Discovery Model for Mineral Prospectivity Mapping	7
Causal Discovery and Deep Learning Algorithms for Detecting Geochemical Patterns Associated with Gold-Polymetallic Mineralization: A Case Study of the Edongnan Region	7
Variational Autoencoder or Generative Adversarial Networks? A Comparison of Two Deep Learning Methods for Flow and Transport Data Assimilation	7
Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks	7
Uncertainty Quantification in Geostatistical Modelling of Saltwater Intrusion at a Coastal Aquifer System	7
Principal Component Analysis for Distributions Observed by Samples in Bayes Spaces	7
Geographically Optimal Similarity	6
Seasonal Signal Extraction from GPS Coordinate Time Series Using Low-Rank Matrix Approximation Based on Nonconvex Log-Sum Function Minimization	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
MWD Data-Based Marble Quality Class Prediction Models Using ML Algorithms	6
Hybrid Empirical-Data-Driven Neural Network for Predicting Air-Entry Value in Unsaturated Soils	6
Data Conditioning for Subsurface Models with Single-Image Generative Adversarial Network (SinGAN)	6
Modelling the Influence of Erosive Fluidization on the Morphology of Fluid Flow and Escape Structures	6
Lithology Identification of Imbalanced Well Log Data Based on Diffusion Model and Multiscale CNN	6
shinyNORRRM: A Cross-Platform Software to Calculate the CIPW Norm	6
Enhancing Slope Stability Prediction Using Fuzzy and Neural Frameworks Optimized by Metaheuristic Science	6