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	136
A New Method for Evaluating the Recoverability of Geothermal Fluid Under In Situ Conditions Based on Nuclear Magnetic Resonance	88
Application of Petrophysical Analysis, Rock Physics, Seismic Attributes, Seismic Inversion, Multi-attribute Analysis, and Probabilistic Neural Networks for Estimating Petrophysical Parameters for Sour	79
Experimental Investigation of Pore Pressure Effect on Coal Sample Permeability Under Different Temperatures	73
Characteristic Strength and Energy Evolution Law of Coal Treated by Ultrasonic Wave with Different Power Under Uniaxial Compression	73
Cracking Patterns and Damage Evolution Characteristics of Coal with Bedding Structures Under Liquid Nitrogen Cooling	70
Effects of Active Hydraulic Fracturing Fluid on the Fracture Propagation and Structural Damage of Coal: Phenomena and Mechanisms	68
Decision Analysis and CO2–Enhanced Oil Recovery Development Strategies	62
Applications of Natural Language Processing to Geoscience Text Data and Prospectivity Modeling	57
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
Multiscale Pore–Fracture Structure Characteristics of Deep Coal Reservoirs in the Eastern Margin of the Ordos Basin, China	53
Quantification of Water Resource Sustainability in Response to Drought Risk Assessment for Afghanistan River Basins	52
A Graph Convolutional Network Approach to Qualitative Classification of Hydrocarbon Zones Using Petrophysical Properties in Well Logs	49
Temperature Reduction Characteristics of Coal with Different Moisture Contents During Cryogenic Treatment	49
Characteristics and Evolution of Water-Occurrence in Coal Based on a New Classification Method	48
A Framework for Data-Driven Mineral Prospectivity Mapping with Interpretable Machine Learning and Modulated Predictive Modeling	47
Advancing the Confidence in Parameterization for Coal Spontaneous Combustion Process: A Quantitative Study on Macro-kinetics	47
Process Description and Initiation Criteria of Coal and Gas Outbursts Based on Energy Principles	46
Assessment of Coal Seam Strength Weakening During Carbon Sequestration: An Integrated Learning Approach	45
Dynamic Permeability Response and Pore-Fracture Structure Evolution of Deep Coal Reservoirs Under Stress Release	44
Creep Behaviors of Extremely Soft and Fractured Coal Rock with Different Moisture Contents and Rare Secondary Creep Performance	42
Evolution of County Socio–Ecological Systems in Nature Reserves in Western China Over the Past 30 Years	40
Using Bayesian Neural Networks for Uncertainty Assessment of Ore Type Boundaries in Complex Geological Models	40
Spectral Quantitative Gas Saturation and Porosity-Constrained Lateral Variability Dynamical Simulations of Cretaceous Shale Gas-Bearing Deep-Water Reservoirs, NNE-Indus Onshore	39
Toward Precise Long-Term Rockburst Forecasting: A Fusion of SVM and Cutting-Edge Meta-heuristic Algorithms	36

Characteristics and Controlling Factors of Fluid Interlayer Crossflow through Fractures in Coal Measure Gas Reservoirs: Implication for Enhancing Production	35
A Novel Magnetic Interpretational Perspective on Charmaleh Iron Deposit Through Improved Edge Detection Techniques and 3D Inversion Approaches	35
Multiple-Point Geostatistics-Based Three-Dimensional Automatic Geological Modeling and Uncertainty Analysis for Borehole Data	35
Pan-Canadian Predictive Modeling of Lithium–Cesium–Tantalum Pegmatites with Deep Learning and Natural Language Processing	32
Evaluating Productivity in Opencast Mines: A Machine Learning Analysis of Drill-Blast and Surface Miner Operations	32
Influence of Aspect Ratio of Migration Space on Gas Migration and Accumulation Mechanisms of Different Types of Gas Reservoirs	31
Enhancing Mine Blasting Safety: Developing Intelligent Systems for Accurate Flyrock Prediction through Optimized Group Method of Data Handling Methods	30
Thermal Generation Behavior, Key Groups and Disaster-Causing Mechanism of Unloaded Bulk Coal Under High Ground Temperature Conditions	30
Differences of Pyrolysis Products and Controlling Factors of Oil-Rich Coal with Different Grain Sizes under Fully-Mechanized Mining Conditions	29
Evaluation of Algerian Reservoir Petrophysics Properties by Principal Components Analysis: Case Study of Illizi Basin	29
A Data-Driven Approach for Exploring Unconventional Lithium Resources in Devonian Sedimentary Brines, Alberta, Canada	28
Multiscale Transport Characteristics of Coalbed Methane in Abandoned Mines and Its Applications in Gas Recovery	28
Uncertainty Quantification of Microblock-Based Resource Models and Sequencing of Sampling	28
Geophysical Data Inversion in a Gold-Rich Porphyry System: A Case Study of the Dalli Deposit, Iran	27
Evolution Mechanism of Pore Structures of Organic-Rich Shale Under Tectonic Deformation: A Comparative Study Between Whole Rock and Kerogen Samples	26
Correction: Predictive Modeling of Canadian Carbonatite-Hosted REE + / − Nb Deposits	26
Methane Adsorption Characteristics Under In Situ Reservoir Conditions of the Wufeng–Longmaxi Shale in Southern Sichuan Basin, China: Implications for Gas Content Evaluation	26
Non-monotonic Transformation for Gaussianization of Regionalized Variables: Conditional Simulation	26
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm	25
Combined Geophysical–Geological Investigation for 3D Geological Modeling: Case of the Jeffara Reservoir Systems, Medenine Basin, SE Tunisia	25
Mechanics and Acoustic Emission Fractal Characteristics of Surrounding Rock of Tantalum–Niobium Mine Under Splitting Condition	25
Metallogenic-Factor Variational Autoencoder for Geochemical Anomaly Detection by Ad-Hoc and Post-Hoc Interpretability Algorithms	25
Recognizing Multivariate Geochemical Anomalies Related to Mineralization by Using Deep Unsupervised Graph Learning	25
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
Coal Sample Dynamics Experiment under the Combined Influence of Cyclic Dynamic Load and Gas Pressure: Phenomenon and Mechanism	24
Experimental Study of Water Distribution Affected by Stress Sensitivity and Pore–Fracture Compressibility of Low-Rank Coals with Different Levels of Water Saturation	23
Identification of Multi-Element Geochemical Anomalies for Cu–Polymetallic Deposits Through Staged Factor Analysis, Improved Fractal Density and Expected Value Function	23
Strength Evolution Characteristics of Coal with Different Pore Structures and Mineral Inclusions Based on CT Scanning Reconstruction	23
Long-Term (44 Years) Regional Groundwater Recharge Estimation for Agricultural Sustainability	23
ConvLSTM for Predicting Short-Term Spatiotemporal Distribution of Seismic Risk Induced by Large-Scale Coal Mining	22
Rockburst Severity Prediction Under Few-Shot Conditions Using Feature Fusion Learning	22
3D Geological Suitability Evaluation for Urban Underground Space Development Based on Combined Weighting and Improved TOPSIS	21
Transmission-Based Muography for Ore Bodies Prospecting: A Case Study from a Skarn Complex in Italy	21
Preparation of Continuous Silicate Fiber: Comparison of Natural Basalt and Artificial Stimulant with the Same Chemical Composition	21
Variations in Stress Thresholds for Heated Granite Subjected to Rapid Cooling under Different Confining Pressures	21
Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China	21
Controls on Graphitization and Nanopore Characteristics of Organic Matter in Marine Overmature Shale	21
Toward Data-Driven Mineral Prospectivity Mapping from Remote Sensing Data Using Deep Forest Predictive Model	21
Seismic Attributes and Inverse Quantitative Static Density–Porosity–Constraint Reservoir Simulations of Naturally-Fractured Hydrocarbon-Bearing Lower Cretaceous Shallow-Marine Architectures, Onshore I	21
Risk-Based Optimization of Post-Blast Dig-Limits Incorporating Blast Movement and Grade Uncertainties with Multiple Destinations in Open-Pit Mines	21
A New Sphalerite Thermometer Based on Machine Learning with Trace Element Geochemistry	21
Molecular Insights into the Occurrence Characteristics of Water and Methane in Nano-Slit Pores of Illite	20
Characteristics of Gas Seepage and Evolution of Stress Sensitivity in Coal Under Supercritical Carbon Dioxide Cyclic Soaking	20
Dynamics of Coal-and-Gas Outbursts: Field Coupling Analysis and Evolution from Order to Chaos	20
Desorption Strain Kinetics of Gas-Bearing Coal based on Thermomechanical Diffusion–Seepage Coupling	20
Influence of Different Coal Seam Gas Pressures and their Pulse Characteristics on Coal-and-gas Outburst Impact Airflow	19
Coal-and-Gas Outburst Risk Classification Prediction Based on the Evolution of the Entire Space–Time Stress Field in Mines	19
Variations in Formation Resistivity and Geometric Tortuosity Factors for Consolidated Niger Delta Formations	19
Deep Learning-Based Surrogate-Assisted Intelligent Optimization Framework for Reservoir Production Schemes	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

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	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
Exploration of Metallogenic Structure of Manganese Ore Using Magnetotelluric Method: A Case Study in Minle Region, Hunan Province, China	19
Experimental Study on Evolution of Fracture Network and Permeability Characteristics of Bituminous Coal Under Repeated Mining Effect	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
Evolution of Elastic–Plastic Characteristics of Rocks Within Middle-Deep Geothermal Reservoirs Under High Temperature	18
Dynamic Strain Rate Effect and Macro–Micro-Fracture Mechanism of Raw Coal Under True Triaxial Conditions	18
Mechanism of Isobaric Water Injection to Inhibit Gas Desorption in Coal Bodies: Laboratory and Field Tests	18
Fractal Analysis of Pore Structure Differences Between Shale and Sandstone Based on the Nitrogen Adsorption Method	18
A Novel Approach for Enhancing Geologically Aligned Fusion of Multiple Geophysical Inverse Models in the Porphyry-Cu Deposit of Zaftak, Kerman, Iran	18
Quantification of Gas Transport Behavior During Coalbed Methane Extraction in A Coal Seam Considering a Dual-Porosity/Single-Permeability Model	18
Coupled Thermo–Mechanical Damage Evolution of Granite under Repeated Heating–Cooling Cycles and the Applications of Mohr–Coulomb and Drucker–Prager Models	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
Monitoring Groundwater Storage Based on Satellite Gravimetry and Deep Learning	18
Groundwater Potential Assessment of Penang Island, Malaysia, Through Integration of Remote Sensing and GIS with Validation by 2D ERT	18
Detailed Characterization of Microscopic Pore Structure in Low-Rank Coal: A Case Study of Zhalainuoer Coalfield	18
Comparison of Fracture and Permeability between Tectonically Deformed Coal and Briquette Coal using X-ray Computer Tomography and the Lattice Boltzmann Method	16
Application of GMDH to Predict Pore Pressure from Well Logs Data: A Case Study from Southeast Sichuan Basin, China	16
Integrated Clustering and Electrofacies Analysis for Reservoir Quality and Heterogeneity Assessment: A Case Study from a Southern Iranian Gas Field	16
Identification of Coal Structure Based on Geophysical Logging Data in Zhengzhuang Block, Southern Qinshui Basin, China: Investigation by Convolutional Neural Networks	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
Effect of Cyclic Heat Treatment on Transport Properties of Hot Dry Rock	16
Application of Machine Learning to Predict Transient Sand Production in the Karazhanbas Oil Field, Ustyurt–Buzachi Basin (West Kazakhstan)	16
Workflow-Induced Uncertainty in Data-Driven Mineral Prospectivity Mapping	16
3D Numerical Modeling for Investigating Structural Controls on Orogenic Gold Mineralization, Sanshandao Gold Belt, Eastern China	16
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
Mineral Prospectivity Mapping Using Deep Self-Attention Model	15
Micropore Structure Changes in Response to H2O2 Treatment of Coals with Different Ranks: Implications for Oxidant Stimulation Enhancing CBM Recovery	15
Quantifying and Controller Determination of Shale Matrix Compressibility: Implications for Pore Structure and Gas Flow Behavior Analyses	15
Class Label Representativeness in Machine Learning-Based Mineral Prospectivity Mapping	15
Forecasting Copper Price with Multi-view Graph Transformer and Fractional Brownian Motion-Based Data Augmentation	15
Simulated Block Variance for 3D Drillhole Infill	15
Influence of Viscous and Capillary Forces on Residual Water in Anthracite Fracture Networks	15
Exploring Acoustic Wave Propagation and Equivalent Path in Quasi-Porous Medium of Loose Coal Mass	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
Exploring Chromium Ore Consumption: New Perspectives from Hybrid CEEMDAN–S-Curve Modeling	15
Spatial Effect Analysis of Coal and Gangue Recognition Detector Based on Natural Gamma Ray Method	15
Water Adsorption Characteristics of Coal with Different Particle Sizes: Experimental and Modeling Analyses	15
Characterization of the Complexity of Pore Structure in Coal and Its Relationship with Gas Desorption	15
An Adaptive Generalized Regression Neural Network Approach for Ore Grade Estimation Considering Spatial Anisotropy	15
Integrated Hydrogeophysical Study for the Delineation of Mio–Plio–Quaternary Aquifers in the Central Part of the Sousse Governorate (Tunisian Sahel)	15
Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models	14
Pore Fractal Dimensions of Bituminous Coal Reservoirs in North China and Their Impact on Gas Adsorption Capacity	14
Distinguishing the Type of Ore-Forming Fluids in Gold Deposits Using Pyrite Geochemistry and Machine Learning	14
Macro–Micro Damage and Failure Behavior of Creep Gas-Bearing Coal Subjected to Drop Hammer Impact	14
Predicting the Concentrations of Rare Earth Elements and Yttrium in Coal Using Self-Organizing Map	14
Prediction of Uniaxial Compressive Strength of Rock Via Genetic Algorithm—Selective Ensemble Learning	14
Effects of Different Concentrations of Weak Acid Fracturing Fluid on the Microstructure of Coal	14
Three-Dimensional Mineral Prospectivity Mapping by XGBoost Modeling: A Case Study of the Lannigou Gold Deposit, China	14
Geological Modeling and Numerical Simulation of Cold-Water Trap in the Low-Sulfidation Epithermal Sirawai Au–Ag Deposit, Mindanao, Philippines	14
Numerical Modeling of Permeability Sensitivities Based on Characteristics of Heterogeneous Coal Structure Reservoirs	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
Nonlinear Characteristics of Granite After High-Temperature Treatment Captured by Digital Image Correlation and Acoustic Emission Technology	14
Joint Modeling Based on Singularity Mapping and U-statistical Methods for Geo-Anomaly Characterization	14
A New Generation of Artificial Intelligence Algorithms for Mineral Prospectivity Mapping	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 Mechanical Properties of Coal from Non-destructive Properties: A Comparative Application of MARS, ANN, and GA	13
A Mechanical Model and Numerical Method for Gas Seepage Analysis Considering Gas Desorption in Heterogeneous Coal	13
Call for papers	13
An Interpretable Multi-Model Machine Learning Approach for Spatial Mapping of Deep-Sea Polymetallic Nodule Occurrences	13
Application of Artificial Neural Network to Evaluate Coalbed Methane Exploration Potential: A Case Study from Permian Longtan Formation, Shuicheng, Guizhou	13
Application of Various Nonlinear Models to Predict the Uniaxial Compressive Strength of Weakly Cemented Jurassic Rocks	13
A “Weighted” Geochemical Variable Classification Method Based on Latent Variables	13
Diffusion of Surface CO2 in Coalfield Fire Areas by Surface Temperature and Wind	13
A New Approach to 3D Saturation Height Modeling by Coupling a Capillary Pressure Model with Pore Throat Size Distribution	13
Brittleness Characteristics and Damage Evolution of Coal Under True Triaxial Loading Based on the Energy Principle	13
Comprehensive Evaluation of In Situ Stress in the Daning–Jixian Area and Its Control on the Distribution of Coal-Measure Gas	12
Acknowledgement of Reviewers for 2021	12
Conventional and Unconventional Hydrocarbon Resource Potential Evaluation of Source Rocks and Reservoirs: A Case Study of the Upper Xiaganchaigou Formation, Western Qaidam Basin, Northwest China	12
Dynamic Characteristics of Coal under Triaxial Constraints Based on the Split–Hopkinson Pressure Bar Test System	12
Uncertainty Analysis of Geochemical Anomaly by Combining Sequential Indicator Co-simulation and Local Singularity Analysis	12
Surface Movement Law Caused by Continuous Mining: A Case Study of Loess Plateau Coal Mines	12
Micro-Cleat and Permeability Evolution of Anisotropic Coal During Directional CO2 Flooding: An In Situ Micro-CT Study	12
Rock Physics-Based Pore-Filling and Seismic Amplitude Modeling of Barail Sandstone from Assam Geologic Province, India	12
Large-scale Himalayan Leucogranite Mapping Based on Multi-source Remote-Sensing Data and U-Net Convolutional Network	12
Energy Evolution of Coal During Uniaxial Compression under Different Bedding Intersection Angles and its Controlling Effect on the Failure Process	12
Modeling the Electric and Dielectric Behaviors of the Gebel Kamil Iron Meteorite	12
Grade Control with Ensembled Machine Learning: A Comparative Case Study at the Carmen de Andacollo Copper Mine	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
Multi-attribute Selection for Salt Dome Detection Based on SVM and MLP Machine Learning Techniques	12
Research on Coal Reservoir Pore Structures: Progress, Current Status, and Advancing	12
A Novel Framework for Identifying Hot Spots in Coal Research	12
Groundwater Potential Mapping in Hubei Region of China Using Machine Learning, Ensemble Learning, Deep Learning and AutoML Methods	12
Deep Learning-Driven Analysis of Petrophysical Dynamics in Pay Zone Quality and Reservoir Characterization	12
Geochemical Characteristics and Hydrocarbon Generation and Expulsion of Oligocene Yacheng Formation Source Rocks in the Northern Yinggehai Basin	12
Characteristics and Evolution of Low-Rank Coal Pore Structure Around the First Coalification Jump: Case Study in Southeastern Junggar Basin	12