Natural Resources Research

Article	Citations
Characteristic Strength and Energy Evolution Law of Coal Treated by Ultrasonic Wave with Different Power Under Uniaxial Compression	136
Correction: Sand Production Prediction with Machine Learning using Input Variables from Geological and Operational Conditions in the Karazhanbas Oilfield, Kazakhstan	81
A New Method for Evaluating the Recoverability of Geothermal Fluid Under In Situ Conditions Based on Nuclear Magnetic Resonance	77
Decision Analysis and CO2–Enhanced Oil Recovery Development Strategies	71
A Graph Convolutional Network Approach to Qualitative Classification of Hydrocarbon Zones Using Petrophysical Properties in Well Logs	69
Characteristics and Evolution of Water-Occurrence in Coal Based on a New Classification Method	67
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	67
Temperature Reduction Characteristics of Coal with Different Moisture Contents During Cryogenic Treatment	59
Experimental Investigation of Pore Pressure Effect on Coal Sample Permeability Under Different Temperatures	57
Applications of Natural Language Processing to Geoscience Text Data and Prospectivity Modeling	54
Cracking Patterns and Damage Evolution Characteristics of Coal with Bedding Structures Under Liquid Nitrogen Cooling	54
Effects of Active Hydraulic Fracturing Fluid on the Fracture Propagation and Structural Damage of Coal: Phenomena and Mechanisms	52
Multiscale Pore–Fracture Structure Characteristics of Deep Coal Reservoirs in the Eastern Margin of the Ordos Basin, China	51
Advancing the Confidence in Parameterization for Coal Spontaneous Combustion Process: A Quantitative Study on Macro-kinetics	50
A Framework for Data-Driven Mineral Prospectivity Mapping with Interpretable Machine Learning and Modulated Predictive Modeling	49
Quantification of Water Resource Sustainability in Response to Drought Risk Assessment for Afghanistan River Basins	48
A Novel Magnetic Interpretational Perspective on Charmaleh Iron Deposit Through Improved Edge Detection Techniques and 3D Inversion Approaches	46
Pan-Canadian Predictive Modeling of Lithium–Cesium–Tantalum Pegmatites with Deep Learning and Natural Language Processing	44
Evolution of County Socio–Ecological Systems in Nature Reserves in Western China Over the Past 30 Years	44
Multiple-Point Geostatistics-Based Three-Dimensional Automatic Geological Modeling and Uncertainty Analysis for Borehole Data	44
Using Bayesian Neural Networks for Uncertainty Assessment of Ore Type Boundaries in Complex Geological Models	42
Spectral Quantitative Gas Saturation and Porosity-Constrained Lateral Variability Dynamical Simulations of Cretaceous Shale Gas-Bearing Deep-Water Reservoirs, NNE-Indus Onshore	40
Assessment of Coal Seam Strength Weakening During Carbon Sequestration: An Integrated Learning Approach	39
Process Description and Initiation Criteria of Coal and Gas Outbursts Based on Energy Principles	39
Characteristics and Controlling Factors of Fluid Interlayer Crossflow through Fractures in Coal Measure Gas Reservoirs: Implication for Enhancing Production	35

Influence of Aspect Ratio of Migration Space on Gas Migration and Accumulation Mechanisms of Different Types of Gas Reservoirs	34
Creep Behaviors of Extremely Soft and Fractured Coal Rock with Different Moisture Contents and Rare Secondary Creep Performance	34
Thermal Generation Behavior, Key Groups and Disaster-Causing Mechanism of Unloaded Bulk Coal Under High Ground Temperature Conditions	32
Toward Precise Long-Term Rockburst Forecasting: A Fusion of SVM and Cutting-Edge Meta-heuristic Algorithms	32
Dynamic Permeability Response and Pore-Fracture Structure Evolution of Deep Coal Reservoirs Under Stress Release	32
Evaluating Productivity in Opencast Mines: A Machine Learning Analysis of Drill-Blast and Surface Miner Operations	32
Geophysical Data Inversion in a Gold-Rich Porphyry System: A Case Study of the Dalli Deposit, Iran	30
Evolution Mechanism of Pore Structures of Organic-Rich Shale Under Tectonic Deformation: A Comparative Study Between Whole Rock and Kerogen Samples	30
Differences of Pyrolysis Products and Controlling Factors of Oil-Rich Coal with Different Grain Sizes under Fully-Mechanized Mining Conditions	30
Correction: Predictive Modeling of Canadian Carbonatite-Hosted REE + / − Nb Deposits	29
Non-monotonic Transformation for Gaussianization of Regionalized Variables: Conditional Simulation	28
Enhancing Mine Blasting Safety: Developing Intelligent Systems for Accurate Flyrock Prediction through Optimized Group Method of Data Handling Methods	28
Uncertainty Quantification of Microblock-Based Resource Models and Sequencing of Sampling	27
A Data-Driven Approach for Exploring Unconventional Lithium Resources in Devonian Sedimentary Brines, Alberta, Canada	26
Evaluation of Algerian Reservoir Petrophysics Properties by Principal Components Analysis: Case Study of Illizi Basin	26
Mechanics and Acoustic Emission Fractal Characteristics of Surrounding Rock of Tantalum–Niobium Mine Under Splitting Condition	26
Multiscale Transport Characteristics of Coalbed Methane in Abandoned Mines and Its Applications in Gas Recovery	25
Combined Geophysical–Geological Investigation for 3D Geological Modeling: Case of the Jeffara Reservoir Systems, Medenine Basin, SE Tunisia	25
Recognizing Multivariate Geochemical Anomalies Related to Mineralization by Using Deep Unsupervised Graph Learning	25
Methane Adsorption Characteristics Under In Situ Reservoir Conditions of the Wufeng–Longmaxi Shale in Southern Sichuan Basin, China: Implications for Gas Content Evaluation	25
Rockburst Severity Prediction Under Few-Shot Conditions Using Feature Fusion Learning	24
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm	24
Long-Term (44 Years) Regional Groundwater Recharge Estimation for Agricultural Sustainability	24
Constraints on the Geometry and Gold Distribution in the Black Reef Formation of South Africa Using 3D Reflection Seismic Data and Micro-X-ray Computed Tomography	24
Metallogenic-Factor Variational Autoencoder for Geochemical Anomaly Detection by Ad-Hoc and Post-Hoc Interpretability Algorithms	24
Controls on Graphitization and Nanopore Characteristics of Organic Matter in Marine Overmature Shale	23
Coal Sample Dynamics Experiment under the Combined Influence of Cyclic Dynamic Load and Gas Pressure: Phenomenon and Mechanism	23
Experimental Study of Water Distribution Affected by Stress Sensitivity and Pore–Fracture Compressibility of Low-Rank Coals with Different Levels of Water Saturation	23
ConvLSTM for Predicting Short-Term Spatiotemporal Distribution of Seismic Risk Induced by Large-Scale Coal Mining	23
Identification of Multi-Element Geochemical Anomalies for Cu–Polymetallic Deposits Through Staged Factor Analysis, Improved Fractal Density and Expected Value Function	23
Experimental Investigation of Drillability Indices of Thermal Granite After Water-Cooling Treatment	22
Strength Evolution Characteristics of Coal with Different Pore Structures and Mineral Inclusions Based on CT Scanning Reconstruction	22
Desorption Strain Kinetics of Gas-Bearing Coal based on Thermomechanical Diffusion–Seepage Coupling	21
Transmission-Based Muography for Ore Bodies Prospecting: A Case Study from a Skarn Complex in Italy	21
Deep Learning-Based Surrogate-Assisted Intelligent Optimization Framework for Reservoir Production Schemes	21
Risk-Based Optimization of Post-Blast Dig-Limits Incorporating Blast Movement and Grade Uncertainties with Multiple Destinations in Open-Pit Mines	21
Variations in Stress Thresholds for Heated Granite Subjected to Rapid Cooling under Different Confining Pressures	20
Toward Data-Driven Mineral Prospectivity Mapping from Remote Sensing Data Using Deep Forest Predictive Model	20
A New Sphalerite Thermometer Based on Machine Learning with Trace Element Geochemistry	20
3D Geological Suitability Evaluation for Urban Underground Space Development Based on Combined Weighting and Improved TOPSIS	20
Characteristics of Gas Seepage and Evolution of Stress Sensitivity in Coal Under Supercritical Carbon Dioxide Cyclic Soaking	20
Multifractal Analysis of Pore Structure in Middle- and High-Rank Coal by Mercury Intrusion Porosimetry and Low-Pressure N2 Adsorption	19
Molecular Insights into the Occurrence Characteristics of Water and Methane in Nano-Slit Pores of Illite	19
Property Evaluation of Metamorphic Rocks Using a New Metamorphic Reservoir Quality Index: Buried Hill of Bozhong 19-6 Area, Bohai Bay Basin, China	19
Dynamics of Coal-and-Gas Outbursts: Field Coupling Analysis and Evolution from Order to Chaos	19
Exploration of Metallogenic Structure of Manganese Ore Using Magnetotelluric Method: A Case Study in Minle Region, Hunan Province, China	19
Influence of Different Coal Seam Gas Pressures and their Pulse Characteristics on Coal-and-gas Outburst Impact Airflow	19
Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China	19
Prediction of Critical Desorption Pressure of Coalbed Methane in Multi-coal Seams Reservoir of Medium and High Coal Rank: A Case Study of Eastern Yunnan and Western Guizhou, China	19
Seismic Attributes and Inverse Quantitative Static Density–Porosity–Constraint Reservoir Simulations of Naturally-Fractured Hydrocarbon-Bearing Lower Cretaceous Shallow-Marine Architectures, Onshore I	19

Preparation of Continuous Silicate Fiber: Comparison of Natural Basalt and Artificial Stimulant with the Same Chemical Composition	19
Groundwater Potential Assessment of Penang Island, Malaysia, Through Integration of Remote Sensing and GIS with Validation by 2D ERT	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
Experimental Study on Evolution of Fracture Network and Permeability Characteristics of Bituminous Coal Under Repeated Mining Effect	18
Variations in Formation Resistivity and Geometric Tortuosity Factors for Consolidated Niger Delta Formations	18
Detailed Characterization of Microscopic Pore Structure in Low-Rank Coal: A Case Study of Zhalainuoer Coalfield	18
Coal-and-Gas Outburst Risk Classification Prediction Based on the Evolution of the Entire Space–Time Stress Field in Mines	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
Mechanism of Isobaric Water Injection to Inhibit Gas Desorption in Coal Bodies: Laboratory and Field Tests	18
Assessment of Spatial and Temporal Changes in Water Quality of a Tropical River in Southern Western Ghats, Kerala, India, Using Physicochemical Quality Indices and Multivariate Analysis	18
Comparison of Fracture and Permeability between Tectonically Deformed Coal and Briquette Coal using X-ray Computer Tomography and the Lattice Boltzmann Method	17
Coupled Thermo–Mechanical Damage Evolution of Granite under Repeated Heating–Cooling Cycles and the Applications of Mohr–Coulomb and Drucker–Prager Models	17
Integrated Clustering and Electrofacies Analysis for Reservoir Quality and Heterogeneity Assessment: A Case Study from a Southern Iranian Gas Field	17
Quantification of Gas Transport Behavior During Coalbed Methane Extraction in A Coal Seam Considering a Dual-Porosity/Single-Permeability Model	17
Effect of Cyclic Heat Treatment on Transport Properties of Hot Dry Rock	17
Permeability and Energy Evolution Characteristics of Heterogeneous Coal and Rock Mass	17
Fractal Analysis of Pore Structure Differences Between Shale and Sandstone Based on the Nitrogen Adsorption Method	17
Water Adsorption Characteristics of Coal with Different Particle Sizes: Experimental and Modeling Analyses	16
Identification of Coal Structure Based on Geophysical Logging Data in Zhengzhuang Block, Southern Qinshui Basin, China: Investigation by Convolutional Neural Networks	16
3D Numerical Modeling for Investigating Structural Controls on Orogenic Gold Mineralization, Sanshandao Gold Belt, Eastern China	16
Application of Machine Learning to Predict Transient Sand Production in the Karazhanbas Oil Field, Ustyurt–Buzachi Basin (West Kazakhstan)	16
Intelligent Prediction of Flyrock Hazards in Surface Mining Using Optimized Gradient Boosting Models	16
Application of GMDH to Predict Pore Pressure from Well Logs Data: A Case Study from Southeast Sichuan Basin, China	16
A Novel Approach for Enhancing Geologically Aligned Fusion of Multiple Geophysical Inverse Models in the Porphyry-Cu Deposit of Zaftak, Kerman, Iran	16
Workflow-Induced Uncertainty in Data-Driven Mineral Prospectivity Mapping	16
Modification of Microstructural and Fluid Migration of Bituminous Coal by Microwave–LN2 Freeze–Thaw Cycles: Implication for Efficient Recovery of Coalbed Methane	16
Simulated Block Variance for 3D Drillhole Infill	16
Spatial Effect Analysis of Coal and Gangue Recognition Detector Based on Natural Gamma Ray Method	15
Exploring Chromium Ore Consumption: New Perspectives from Hybrid CEEMDAN–S-Curve Modeling	15
Micropore Structure Changes in Response to H2O2 Treatment of Coals with Different Ranks: Implications for Oxidant Stimulation Enhancing CBM Recovery	15
Evolution of Elastic–Plastic Characteristics of Rocks Within Middle-Deep Geothermal Reservoirs Under High Temperature	15
Monitoring Groundwater Storage Based on Satellite Gravimetry and Deep Learning	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
Influence of Viscous and Capillary Forces on Residual Water in Anthracite Fracture Networks	15
Mineral Prospectivity Mapping Using Deep Self-Attention Model	15
Efficiency Measurement and Influencing Factors of Ecological Compensation: A Case Study from Wuqi and Zhidan on the Loess Plateau	15
Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models	14
Application of Artificial Neural Network to Evaluate Coalbed Methane Exploration Potential: A Case Study from Permian Longtan Formation, Shuicheng, Guizhou	14
Joint Modeling Based on Singularity Mapping and U-statistical Methods for Geo-Anomaly Characterization	14
Quantifying and Controller Determination of Shale Matrix Compressibility: Implications for Pore Structure and Gas Flow Behavior Analyses	14
Characterization of the Complexity of Pore Structure in Coal and Its Relationship with Gas Desorption	14
Integrated Hydrogeophysical Study for the Delineation of Mio–Plio–Quaternary Aquifers in the Central Part of the Sousse Governorate (Tunisian Sahel)	14
Pore Fractal Dimensions of Bituminous Coal Reservoirs in North China and Their Impact on Gas Adsorption Capacity	14
Effects of Different Concentrations of Weak Acid Fracturing Fluid on the Microstructure of Coal	14
Class Label Representativeness in Machine Learning-Based Mineral Prospectivity Mapping	14
Exploring Acoustic Wave Propagation and Equivalent Path in Quasi-Porous Medium of Loose Coal Mass	14
Nonlinear Characteristics of Granite After High-Temperature Treatment Captured by Digital Image Correlation and Acoustic Emission Technology	14
Three-Dimensional Mineral Prospectivity Mapping by XGBoost Modeling: A Case Study of the Lannigou Gold Deposit, China	14
Numerical Modeling of Permeability Sensitivities Based on Characteristics of Heterogeneous Coal Structure Reservoirs	14
An Adaptive Generalized Regression Neural Network Approach for Ore Grade Estimation Considering Spatial Anisotropy	14
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)	14
Geological Modeling and Numerical Simulation of Cold-Water Trap in the Low-Sulfidation Epithermal Sirawai Au–Ag Deposit, Mindanao, Philippines	13
Forecasting Copper Price with Multi-view Graph Transformer and Fractional Brownian Motion-Based Data Augmentation	13
Macro–Micro Damage and Failure Behavior of Creep Gas-Bearing Coal Subjected to Drop Hammer Impact	13
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	13
Prediction of Coal Body Structure of Deep Coal Reservoirs Using Logging Curves: Principal Component Analysis and Evaluation of Factors Influencing Coal Body Structure Distribution	13
Predicting the Concentrations of Rare Earth Elements and Yttrium in Coal Using Self-Organizing Map	13
A New Approach to 3D Saturation Height Modeling by Coupling a Capillary Pressure Model with Pore Throat Size Distribution	13
Diffusion of Surface CO2 in Coalfield Fire Areas by Surface Temperature and Wind	13
Distinguishing the Type of Ore-Forming Fluids in Gold Deposits Using Pyrite Geochemistry and Machine Learning	13
Prediction of Uniaxial Compressive Strength of Rock Via Genetic Algorithm—Selective Ensemble Learning	13
A “Weighted” Geochemical Variable Classification Method Based on Latent Variables	13
Call for papers	13
Application of Various Nonlinear Models to Predict the Uniaxial Compressive Strength of Weakly Cemented Jurassic Rocks	12
Deep Learning-Driven Analysis of Petrophysical Dynamics in Pay Zone Quality and Reservoir Characterization	12
An Interpretable Multi-Model Machine Learning Approach for Spatial Mapping of Deep-Sea Polymetallic Nodule Occurrences	12
Large-scale Himalayan Leucogranite Mapping Based on Multi-source Remote-Sensing Data and U-Net Convolutional Network	12
Geochemical Characteristics and Hydrocarbon Generation and Expulsion of Oligocene Yacheng Formation Source Rocks in the Northern Yinggehai Basin	12
Surface Movement Law Caused by Continuous Mining: A Case Study of Loess Plateau Coal Mines	12
A Novel Surrogate-Assisted Multi-objective Optimization Method for Well Control Parameters Based on Tri-Training	12
Groundwater Potential Mapping in Hubei Region of China Using Machine Learning, Ensemble Learning, Deep Learning and AutoML Methods	12
Rock Physics-Based Pore-Filling and Seismic Amplitude Modeling of Barail Sandstone from Assam Geologic Province, India	12
Comprehensive Evaluation of In Situ Stress in the Daning–Jixian Area and Its Control on the Distribution of Coal-Measure Gas	12
Uncertainty Analysis of Geochemical Anomaly by Combining Sequential Indicator Co-simulation and Local Singularity Analysis	12
A Mechanical Model and Numerical Method for Gas Seepage Analysis Considering Gas Desorption in Heterogeneous Coal	12
Brittleness Characteristics and Damage Evolution of Coal Under True Triaxial Loading Based on the Energy Principle	12
A New Generation of Artificial Intelligence Algorithms for Mineral Prospectivity Mapping	12
Modeling the Electric and Dielectric Behaviors of the Gebel Kamil Iron Meteorite	12
Prediction of Mechanical Properties of Coal from Non-destructive Properties: A Comparative Application of MARS, ANN, and GA	12

Low-Temperature Oxidation Characteristics and Spontaneous Combustion Limit Parameters of Residual Coal in Deep Mine Goafs	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