Natural Resources Research

Article	Citations
Correction: Sand Production Prediction with Machine Learning using Input Variables from Geological and Operational Conditions in the Karazhanbas Oilfield, Kazakhstan	167
Cooling Front Controls on Co Mineralization within Skarn-Type Co-Rich Fe Deposits: A Numerical Modeling Case Study of the Zhuchong Deposit, Anhui Province, China	90
Cracking Patterns and Damage Evolution Characteristics of Coal with Bedding Structures Under Liquid Nitrogen Cooling	89
Advancing the Confidence in Parameterization for Coal Spontaneous Combustion Process: A Quantitative Study on Macro-kinetics	85
Numerical Simulation of Gas Production and Geomechanical Response of Heterogeneous Gas Hydrate Reservoirs	83
Integrating Fractal Theory with Explainable Machine Learning for Mineral Prospectivity Mapping in the Nenjiang–Heihe Region	68
A New Method for Evaluating the Recoverability of Geothermal Fluid Under In Situ Conditions Based on Nuclear Magnetic Resonance	64
Temperature Reduction Characteristics of Coal with Different Moisture Contents During Cryogenic Treatment	59
Quantification of Water Resource Sustainability in Response to Drought Risk Assessment for Afghanistan River Basins	55
Experimental Study on the Damage Evolution Behavior of Coal Under Dynamic Brazilian Splitting Tests Based on the Split Hopkinson Pressure Bar and the Digital Image Correlation	55
A Unified Framework of Scale-Controllable Shape Analysis for Discovering Mineralization-Associated Features from 3D Geological Models	45
Effects of Active Hydraulic Fracturing Fluid on the Fracture Propagation and Structural Damage of Coal: Phenomena and Mechanisms	42
Improved POA-LSTM Model Based on Multi-source Gas and Temperature Features for Predicting Key Indicators of Coal Spontaneous Combustion	41
Characteristics and Evolution of Water-Occurrence in Coal Based on a New Classification Method	41
Application of Petrophysical Analysis, Rock Physics, Seismic Attributes, Seismic Inversion, Multi-attribute Analysis, and Probabilistic Neural Networks for Estimating Petrophysical Parameters for Sour	39
Influence of Multi-field Coupling Effect on Coal Porosity in the Process of Liquid Nitrogen Fracturing in Watery Coal	39
Damage Evolution and Failure Characteristics of Coal Under Reloading After Coupled Action of Static Deviatoric Stress and Stress Waves	38
Applications of Natural Language Processing to Geoscience Text Data and Prospectivity Modeling	36
A Graph Convolutional Network Approach to Qualitative Classification of Hydrocarbon Zones Using Petrophysical Properties in Well Logs	35
Multiscale Pore–Fracture Structure Characteristics of Deep Coal Reservoirs in the Eastern Margin of the Ordos Basin, China	34
A Framework for Data-Driven Mineral Prospectivity Mapping with Interpretable Machine Learning and Modulated Predictive Modeling	34
Assessment of Coal Seam Strength Weakening During Carbon Sequestration: An Integrated Learning Approach	33
Characteristics and Controlling Factors of Fluid Interlayer Crossflow through Fractures in Coal Measure Gas Reservoirs: Implication for Enhancing Production	32
Using Bayesian Neural Networks for Uncertainty Assessment of Ore Type Boundaries in Complex Geological Models	31
Process Description and Initiation Criteria of Coal and Gas Outbursts Based on Energy Principles	31

Spectral Quantitative Gas Saturation and Porosity-Constrained Lateral Variability Dynamical Simulations of Cretaceous Shale Gas-Bearing Deep-Water Reservoirs, NNE-Indus Onshore	31
Coal Permeability Evolution Under True Triaxial Principal Stress and Pore Pressure Competition	31
Evaluating Productivity in Opencast Mines: A Machine Learning Analysis of Drill-Blast and Surface Miner Operations	31
Evolution of County Socio–Ecological Systems in Nature Reserves in Western China Over the Past 30 Years	30
Thermal Generation Behavior, Key Groups and Disaster-Causing Mechanism of Unloaded Bulk Coal Under High Ground Temperature Conditions	30
Creep Behaviors of Extremely Soft and Fractured Coal Rock with Different Moisture Contents and Rare Secondary Creep Performance	29
A Novel Magnetic Interpretational Perspective on Charmaleh Iron Deposit Through Improved Edge Detection Techniques and 3D Inversion Approaches	29
Multi-Scale 3D Convolution Neural Network with Lightweight Attention Mechanisms for Mineral Prospectivity Mapping in Pulang Porphyry Deposit, Yunnan Province, Southwest China	29
Influence of Aspect Ratio of Migration Space on Gas Migration and Accumulation Mechanisms of Different Types of Gas Reservoirs	29
Pan-Canadian Predictive Modeling of Lithium–Cesium–Tantalum Pegmatites with Deep Learning and Natural Language Processing	28
Metallogenic-Factor Variational Autoencoder for Geochemical Anomaly Detection by Ad-Hoc and Post-Hoc Interpretability Algorithms	28
Time-Series Prediction of Mine Gas Concentration Based on CEEMDAN–SCSSA–CNN–BiLSTM	28
Dynamic Permeability Response and Pore-Fracture Structure Evolution of Deep Coal Reservoirs Under Stress Release	28
Toward Precise Long-Term Rockburst Forecasting: A Fusion of SVM and Cutting-Edge Meta-heuristic Algorithms	28
Aquifer Delineation in the Benxi Formation and Its Critical Impact on Deep CBM Productivity: A Case Study of the Central-Eastern Ordos Basin	28
Evaluation of Algerian Reservoir Petrophysics Properties by Principal Components Analysis: Case Study of Illizi Basin	28
Seismic Porosity Estimation Using Geologically-Informed Seismic Attributes and a Kriging-Enhanced Random Forest: Application to a Shallow-Marine Carbonate Reservoir	27
Geophysical Data Inversion in a Gold-Rich Porphyry System: A Case Study of the Dalli Deposit, Iran	27
Uncertainty Quantification of Microblock-Based Resource Models and Sequencing of Sampling	27
Methane Adsorption Characteristics Under In Situ Reservoir Conditions of the Wufeng–Longmaxi Shale in Southern Sichuan Basin, China: Implications for Gas Content Evaluation	27
Non-monotonic Transformation for Gaussianization of Regionalized Variables: Conditional Simulation	26
Prospectivity Mapping of Tungsten–Tin Deposits Integrating Multiple Geological, Geophysical, and Geochemical Datasets with the DBA–RF Method: Application to the Puy-les-Vignes/Saint-Goussaud District	25
Prediction of Coal Spontaneous Combustion Temperature Using Boruta–NGO–GBDT: A Machine Learning Approach to Feature Selection and Metaheuristic Optimization	25
Multiscale Transport Characteristics of Coalbed Methane in Abandoned Mines and Its Applications in Gas Recovery	25
Response to “Comment on Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models” by Eyyup Ensar Başakın	24
Potential Impact of Macromolecular Structure and Nanoscale Pore on Coal Matrix Subjected to Microwave–LN2 Freeze–Thaw Cycles	24
Correction: Predictive Modeling of Canadian Carbonatite-Hosted REE + / − Nb Deposits	24
Enhancing Mine Blasting Safety: Developing Intelligent Systems for Accurate Flyrock Prediction through Optimized Group Method of Data Handling Methods	24
A Data-Driven Approach for Exploring Unconventional Lithium Resources in Devonian Sedimentary Brines, Alberta, Canada	24
Dynamic Early Warning Model for Coal Spontaneous Combustion Based on Machine Learning	24
Differences of Pyrolysis Products and Controlling Factors of Oil-Rich Coal with Different Grain Sizes under Fully-Mechanized Mining Conditions	24
Predicting Gold Asset Values Through Machine Learning	24
Transmission-Based Muography for Ore Bodies Prospecting: A Case Study from a Skarn Complex in Italy	23
Deep Learning and Explainable AI for Critical Mineral Prospectivity Mapping: Multi-target Prediction with Uncertainty Quantification	23
Coal Sample Dynamics Experiment under the Combined Influence of Cyclic Dynamic Load and Gas Pressure: Phenomenon and Mechanism	23
Evolution Mechanism of Pore Structures of Organic-Rich Shale Under Tectonic Deformation: A Comparative Study Between Whole Rock and Kerogen Samples	23
ConvLSTM for Predicting Short-Term Spatiotemporal Distribution of Seismic Risk Induced by Large-Scale Coal Mining	23
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm	23
Identification of Mineralizing Lithologies Driven by Interpretable Machine Learning on Multisource Geochemical Data: A Case Study from the Qin–Hang Metallogenic Belt	23
Strength Evolution Characteristics of Coal with Different Pore Structures and Mineral Inclusions Based on CT Scanning Reconstruction	22
Rockburst Severity Prediction Under Few-Shot Conditions Using Feature Fusion Learning	22
Experimental Study of Water Distribution Affected by Stress Sensitivity and Pore–Fracture Compressibility of Low-Rank Coals with Different Levels of Water Saturation	22
Controls on Graphitization and Nanopore Characteristics of Organic Matter in Marine Overmature Shale	22
A Comprehensive Early Warning Method for Coal-and-Gas Outburst Based on Multi-source Signal Fusion	22
Molecular Insights into the Occurrence Characteristics of Water and Methane in Nano-Slit Pores of Illite	21
Particle Size Effect and Acoustic Emission Characterization of Broken Coal Compaction and Re-Crushing	21
Characteristics of Coal Spontaneous Combustion and Gas Distribution Under Varying CO2 Concentrations in Goaf Oxidation Zones: Experiments and Simulations	21
Preparation of Continuous Silicate Fiber: Comparison of Natural Basalt and Artificial Stimulant with the Same Chemical Composition	21
A Directed Graph Neural Network Support Vector Machine for Interpretability-Enhanced Recognition of Geochemical Anomalies	21
Characteristics of Gas Seepage and Evolution of Stress Sensitivity in Coal Under Supercritical Carbon Dioxide Cyclic Soaking	21

A GIS–AHP Framework for Sustainable Well Placement: Application for Natural Gas and Hydrogen Exploration in the Eastern Cordillera Basin, Colombia	21
An Improved Convolutional Neural Network-Based Coal Structure Identification Method in Complex Tectonic Areas	21
Dynamics of Coal-and-Gas Outbursts: Field Coupling Analysis and Evolution from Order to Chaos	20
Toward Data-Driven Mineral Prospectivity Mapping from Remote Sensing Data Using Deep Forest Predictive Model	20
Gas Concentration Prediction Model with the Multi-scale and Multi-factor Based on GMKNet	20
Explainable Rockburst Prediction Under Class Imbalance: An MISSA-Stacking Ensemble Model	20
Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China	20
Risk-Based Optimization of Post-Blast Dig-Limits Incorporating Blast Movement and Grade Uncertainties with Multiple Destinations in Open-Pit Mines	20
Seismic Attributes and Inverse Quantitative Static Density–Porosity–Constraint Reservoir Simulations of Naturally-Fractured Hydrocarbon-Bearing Lower Cretaceous Shallow-Marine Architectures, Onshore I	20
Desorption Strain Kinetics of Gas-Bearing Coal based on Thermomechanical Diffusion–Seepage Coupling	20
A New Sphalerite Thermometer Based on Machine Learning with Trace Element Geochemistry	20
Study on Water Spontaneous Imbibition Migration Law and Occurrence Characteristics in Coal-Seam Water-Injection Process	19
Coal-and-Gas Outburst Risk Classification Prediction Based on the Evolution of the Entire Space–Time Stress Field in Mines	19
Deep Learning-Based Surrogate-Assisted Intelligent Optimization Framework for Reservoir Production Schemes	19
Variations in Formation Resistivity and Geometric Tortuosity Factors for Consolidated Niger Delta Formations	19
Detailed Characterization of Microscopic Pore Structure in Low-Rank Coal: A Case Study of Zhalainuoer Coalfield	19
Exploration of Metallogenic Structure of Manganese Ore Using Magnetotelluric Method: A Case Study in Minle Region, Hunan Province, China	19
Property Evaluation of Metamorphic Rocks Using a New Metamorphic Reservoir Quality Index: Buried Hill of Bozhong 19-6 Area, Bohai Bay Basin, China	18
Groundwater Potential Assessment of Penang Island, Malaysia, Through Integration of Remote Sensing and GIS with Validation by 2D ERT	18
Mechanism of Isobaric Water Injection to Inhibit Gas Desorption in Coal Bodies: Laboratory and Field Tests	18
Dynamic Strain Rate Effect and Macro–Micro-Fracture Mechanism of Raw Coal Under True Triaxial Conditions	18
Deep Subdomain Adaptation Network for Three-Dimensional Mineral Prospectivity Modeling with Imbalanced Data: A Case Study of the Damiao–Hongshila Fe–V–Ti Belt, China	18
A Feature-Enhanced MPS Approach to Reconstruct 3D Deposit Models Using 2D Geological Cross Sections: A Case Study in the Luodang Cu Deposit, Southwestern China	18
Bridging the Scale Gap: Regional Refinement of National Mineral Prospectivity Models for Nunavut, Canada	17
Influence of Viscous and Capillary Forces on Residual Water in Anthracite Fracture Networks	17
Monitoring Groundwater Storage Based on Satellite Gravimetry and Deep Learning	17
A Novel Approach for Enhancing Geologically Aligned Fusion of Multiple Geophysical Inverse Models in the Porphyry-Cu Deposit of Zaftak, Kerman, Iran	17
Effect of Cyclic Heat Treatment on Transport Properties of Hot Dry Rock	17
Water Adsorption Characteristics of Coal with Different Particle Sizes: Experimental and Modeling Analyses	17
Quantification of Gas Transport Behavior During Coalbed Methane Extraction in A Coal Seam Considering a Dual-Porosity/Single-Permeability Model	17
Identification of Coal Structure Based on Geophysical Logging Data in Zhengzhuang Block, Southern Qinshui Basin, China: Investigation by Convolutional Neural Networks	17
Application of Machine Learning to Predict Transient Sand Production in the Karazhanbas Oil Field, Ustyurt–Buzachi Basin (West Kazakhstan)	17
KGG-IQA: A Knowledge Graph-Guided Intelligent Question-Answering Method for Pegmatitic Lithium Deposits	16
Comment on "Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models" by Sumita Gulati, Anshul Bansal and Ashok Pal, in Natural Resources Research DOI: 10.1007/s11053-025-10480-3	16
Workflow-Induced Uncertainty in Data-Driven Mineral Prospectivity Mapping	16
Mineral Prospectivity Mapping Using Deep Self-Attention Model	16
Micropore Structure Changes in Response to H2O2 Treatment of Coals with Different Ranks: Implications for Oxidant Stimulation Enhancing CBM Recovery	16
Application of GMDH to Predict Pore Pressure from Well Logs Data: A Case Study from Southeast Sichuan Basin, China	16
Comparison of Fracture and Permeability between Tectonically Deformed Coal and Briquette Coal using X-ray Computer Tomography and the Lattice Boltzmann Method	16
Integrated Clustering and Electrofacies Analysis for Reservoir Quality and Heterogeneity Assessment: A Case Study from a Southern Iranian Gas Field	16
Evolution of Elastic–Plastic Characteristics of Rocks Within Middle-Deep Geothermal Reservoirs Under High Temperature	16
Exploring Acoustic Wave Propagation and Equivalent Path in Quasi-Porous Medium of Loose Coal Mass	16
Intelligent Prediction of Flyrock Hazards in Surface Mining Using Optimized Gradient Boosting Models	16
Modification of Microstructural and Fluid Migration of Bituminous Coal by Microwave–LN2 Freeze–Thaw Cycles: Implication for Efficient Recovery of Coalbed Methane	16
Automated Machine Learning Method for Complex Lithology Identification Using Deep Adaptive Stacking	16
3D Numerical Modeling for Investigating Structural Controls on Orogenic Gold Mineralization, Sanshandao Gold Belt, Eastern China	16
Exploring Chromium Ore Consumption: New Perspectives from Hybrid CEEMDAN–S-Curve Modeling	16
A Hybrid Approach to Multiple Imputation for Geological and Geometallurgical Datasets Using Machine Learning Regression and the Multivariate Gaussian Distribution	15
An Adaptive Generalized Regression Neural Network Approach for Ore Grade Estimation Considering Spatial Anisotropy	15
Watershed Stability: A Bibliometric Review	15
Mineral Prospectivity Mapping Based on Spatial Feature Classification with Geological Map Knowledge Graph Embedding: Case Study of Gold Ore Prediction at Wulonggou, Qinghai Province (Western China)	15
Impact of Cryogenic Cooling with Liquid Nitrogen on the Mechanical Properties and Damage Evolution of High-Temperature Granite under Different Confining Pressures	15
Experimental Investigation of Porosity and Permeability of Reservoir Rock Under the Action of CO2 and Its Oil Displacement Effect	15
Quantifying and Controller Determination of Shale Matrix Compressibility: Implications for Pore Structure and Gas Flow Behavior Analyses	15
Data-Driven Insights and Prediction of Bauxite-Hosted Lithium Mineralization	15
Hydrogeochemical Formation Mechanisms and Integrated Assessment of Groundwater in Two High-Altitude Townships on the Qinghai–Xizang Plateau: Implications for Sustainable Water Resource Management	15
Modified Method for Calculating Saturation Gas Content in Deep Coal and the Pore Size Effect of Methane Adsorption on Guizhou Middle- and High-Rank Coals	15
Assessing and Predicting Land-Use/Land-Cover Changes, and Land Surface Temperature Impacts on Gilgel Gibe Water Resources, Ethiopia	15
Integrated Hydrogeophysical Study for the Delineation of Mio–Plio–Quaternary Aquifers in the Central Part of the Sousse Governorate (Tunisian Sahel)	14
Effects of Different Concentrations of Weak Acid Fracturing Fluid on the Microstructure of Coal	14
Effects of Fault Geometry and Attributes on Fluid Flow and Genesis of Unconformity-Related Mineralization with Particular Application to Uranium Deposits in the Athabasca Basin, Canada	14
Class Label Representativeness in Machine Learning-Based Mineral Prospectivity Mapping	14
Numerical Modeling of Permeability Sensitivities Based on Characteristics of Heterogeneous Coal Structure Reservoirs	14
Oxygen Displacement and Adsorption Analysis in Coal Spontaneous Combustion Induced by Igneous Intrusions: an Experimental Study	14
Prediction of Coal Body Structure of Deep Coal Reservoirs Using Logging Curves: Principal Component Analysis and Evaluation of Factors Influencing Coal Body Structure Distribution	14
Characterization of the Complexity of Pore Structure in Coal and Its Relationship with Gas Desorption	14
Thermodynamic Analysis and Dynamic Evolution of Microscopic Physicochemical Properties During the Oxidation Process of Low-Rank Coal	14
Predicting the Concentrations of Rare Earth Elements and Yttrium in Coal Using Self-Organizing Map	14
Application of Artificial Neural Network to Evaluate Coalbed Methane Exploration Potential: A Case Study from Permian Longtan Formation, Shuicheng, Guizhou	14
Enhancing Florida’s Groundwater Forecasting: A Hybrid Machine Learning Framework with Probabilistic Optimization and Smart Feature Selection	13
Forecasting Copper Price with Multi-view Graph Transformer and Fractional Brownian Motion-Based Data Augmentation	13
Energy and Permeability Characteristics of Gassy Coal Throughout Loading–Unloading Failing Process	13
Diffusion of Surface CO2 in Coalfield Fire Areas by Surface Temperature and Wind	13
Geochemical Characteristics and Hydrocarbon Generation and Expulsion of Oligocene Yacheng Formation Source Rocks in the Northern Yinggehai Basin	13
Distinguishing the Type of Ore-Forming Fluids in Gold Deposits Using Pyrite Geochemistry and Machine Learning	13
Macro–Micro Damage and Failure Behavior of Creep Gas-Bearing Coal Subjected to Drop Hammer Impact	13
Quantifying Spatial and Statistical Heterogeneities in the Relationships Between Mineralization and its Determinants for Quantile-Specific 3D Mineral Prospectivity Mapping	13
Hybrid Metaheuristic-ANFIS Framework for Predicting and Inversely Optimizing Blast-Induced Flyrock: Social Spider and Salp Swarm Synergy	13
Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models	13
Improving CO2 Sequestration Through Machine-Learning-Driven Prediction of Wettability in Tight Reservoirs	13

Text Mining and Early Warning Key Information Identification of Coal Mine Major Disasters Utilizing Pre-trained Language Model	13
Experimental Foundations of Microwave Infrared Pb–Zn Ore Sorting: Insights into Surface Temperature Distribution, Non-Uniformity, and Thermal Contrast	13
An Interpretable Multi-Model Machine Learning Approach for Spatial Mapping of Deep-Sea Polymetallic Nodule Occurrences	13
A New Generation of Artificial Intelligence Algorithms for Mineral Prospectivity Mapping	12
Brittleness Characteristics and Damage Evolution of Coal Under True Triaxial Loading Based on the Energy Principle	12
Surface Movement Law Caused by Continuous Mining: A Case Study of Loess Plateau Coal Mines	12
Comprehensive Evaluation of In Situ Stress in the Daning–Jixian Area and Its Control on the Distribution of Coal-Measure Gas	12
Genetic Mechanism of Geothermal Systems in Southern Jiangxi: Constraints from Hydrogeochemistry and Isotopic Tracing	12
Research on Coal Reservoir Pore Structures: Progress, Current Status, and Advancing	12
Influence of Water on the Generation of Hydrogen-Containing Products in Coal Spontaneous Combustion Based on Radioactive Hydrogen Isotope Tracing	12
Prospectivity Modeling of Devonian Intrusion-Related W–Mo–Sb–Au Deposits in the Pokiok Plutonic Suite, West-Central New Brunswick, Canada, Using a Monte Carlo-Based Framework	12
Deep Learning-Driven Analysis of Petrophysical Dynamics in Pay Zone Quality and Reservoir Characterization	12
Low-Temperature Oxidation Characteristics and Spontaneous Combustion Limit Parameters of Residual Coal in Deep Mine Goafs	12
Integrating Cost-Sensitive Ensemble Learning and Geoscience Big Data for Uranium Prospectivity Mapping in the Husab Uranium Deposit, Namibia	12
Dynamic Characteristics of Coal under Triaxial Constraints Based on the Split–Hopkinson Pressure Bar Test System	12
Spatial and Temporal Distribution Characteristics, Source Analysis and Health Risk Assessment of Heavy Metal Pollution in Environmental Media in Concentrated Coal Mining Areas	12
Seepage Characteristics and Heat Transfer Law of Coal Body by Liquid Nitrogen Fracturing Under Stress Disturbance Condition	12
High-Precision Temporal Monitoring and Prediction of Surface Deformation at Closed Mines Using Time Series InSAR and the Deep Learning DBO–CNN–LSTM Model	12
Characteristics and Governing Factors of Pore Structure and Methane Sorption in Deep-Marine Shales: A Case Study of the Wufeng–Longmaxi Formations, Weirong Shale Gas Field, Sichuan Basin	12
Mineral Prospectivity Mapping via Interpretable Machine Learning Techniques: A Case Study in the Tongling Ore District, China	12
Large-scale Himalayan Leucogranite Mapping Based on Multi-source Remote-Sensing Data and U-Net Convolutional Network	12
A Novel Framework for Identifying Hot Spots in Coal Research	12