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	121
Effects of Active Hydraulic Fracturing Fluid on the Fracture Propagation and Structural Damage of Coal: Phenomena and Mechanisms	74
Advancing the Confidence in Parameterization for Coal Spontaneous Combustion Process: A Quantitative Study on Macro-kinetics	66
A New Method for Evaluating the Recoverability of Geothermal Fluid Under In Situ Conditions Based on Nuclear Magnetic Resonance	65
Characteristics and Evolution of Water-Occurrence in Coal Based on a New Classification Method	61
Cracking Patterns and Damage Evolution Characteristics of Coal with Bedding Structures Under Liquid Nitrogen Cooling	60
A Framework for Data-Driven Mineral Prospectivity Mapping with Interpretable Machine Learning and Modulated Predictive Modeling	59
Temperature Reduction Characteristics of Coal with Different Moisture Contents During Cryogenic Treatment	57
Experimental Investigation of Pore Pressure Effect on Coal Sample Permeability Under Different Temperatures	57
A Graph Convolutional Network Approach to Qualitative Classification of Hydrocarbon Zones Using Petrophysical Properties in Well Logs	57
Characteristic Strength and Energy Evolution Law of Coal Treated by Ultrasonic Wave with Different Power Under Uniaxial Compression	56
Quantification of Water Resource Sustainability in Response to Drought Risk Assessment for Afghanistan River Basins	55
Applications of Natural Language Processing to Geoscience Text Data and Prospectivity Modeling	53
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	53
Decision Analysis and CO2–Enhanced Oil Recovery Development Strategies	53
Multiscale Pore–Fracture Structure Characteristics of Deep Coal Reservoirs in the Eastern Margin of the Ordos Basin, China	50
Evolution of County Socio–Ecological Systems in Nature Reserves in Western China Over the Past 30 Years	46
Creep Behaviors of Extremely Soft and Fractured Coal Rock with Different Moisture Contents and Rare Secondary Creep Performance	46
Characteristics and Controlling Factors of Fluid Interlayer Crossflow through Fractures in Coal Measure Gas Reservoirs: Implication for Enhancing Production	45
A Novel Magnetic Interpretational Perspective on Charmaleh Iron Deposit Through Improved Edge Detection Techniques and 3D Inversion Approaches	44
Multiple-Point Geostatistics-Based Three-Dimensional Automatic Geological Modeling and Uncertainty Analysis for Borehole Data	44
Assessment of Coal Seam Strength Weakening During Carbon Sequestration: An Integrated Learning Approach	44
Pan-Canadian Predictive Modeling of Lithium–Cesium–Tantalum Pegmatites with Deep Learning and Natural Language Processing	43
Evaluating Productivity in Opencast Mines: A Machine Learning Analysis of Drill-Blast and Surface Miner Operations	43
Influence of Aspect Ratio of Migration Space on Gas Migration and Accumulation Mechanisms of Different Types of Gas Reservoirs	43

Process Description and Initiation Criteria of Coal and Gas Outbursts Based on Energy Principles	42
Dynamic Permeability Response and Pore-Fracture Structure Evolution of Deep Coal Reservoirs Under Stress Release	41
Thermal Generation Behavior, Key Groups and Disaster-Causing Mechanism of Unloaded Bulk Coal Under High Ground Temperature Conditions	41
Toward Precise Long-Term Rockburst Forecasting: A Fusion of SVM and Cutting-Edge Meta-heuristic Algorithms	39
Prediction of Dust Emission Due to Open Pit Mine Blasting Using a Hybrid Artificial Neural Network	39
Using Bayesian Neural Networks for Uncertainty Assessment of Ore Type Boundaries in Complex Geological Models	39
Metallogenic-Factor Variational Autoencoder for Geochemical Anomaly Detection by Ad-Hoc and Post-Hoc Interpretability Algorithms	39
Evolution Mechanism of Pore Structures of Organic-Rich Shale Under Tectonic Deformation: A Comparative Study Between Whole Rock and Kerogen Samples	36
Recognizing Multivariate Geochemical Anomalies Related to Mineralization by Using Deep Unsupervised Graph Learning	35
A Data-Driven Approach for Exploring Unconventional Lithium Resources in Devonian Sedimentary Brines, Alberta, Canada	34
Mechanics and Acoustic Emission Fractal Characteristics of Surrounding Rock of Tantalum–Niobium Mine Under Splitting Condition	33
Enhancing Mine Blasting Safety: Developing Intelligent Systems for Accurate Flyrock Prediction through Optimized Group Method of Data Handling Methods	32
Uncertainty Quantification of Microblock-Based Resource Models and Sequencing of Sampling	31
Multiscale Transport Characteristics of Coalbed Methane in Abandoned Mines and Its Applications in Gas Recovery	30
Methane Adsorption Characteristics Under In Situ Reservoir Conditions of the Wufeng–Longmaxi Shale in Southern Sichuan Basin, China: Implications for Gas Content Evaluation	29
Combined Geophysical–Geological Investigation for 3D Geological Modeling: Case of the Jeffara Reservoir Systems, Medenine Basin, SE Tunisia	29
Geophysical Data Inversion in a Gold-Rich Porphyry System: A Case Study of the Dalli Deposit, Iran	29
Differences of Pyrolysis Products and Controlling Factors of Oil-Rich Coal with Different Grain Sizes under Fully-Mechanized Mining Conditions	28
Correction: Predictive Modeling of Canadian Carbonatite-Hosted REE + / − Nb Deposits	28
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm	28
Non-monotonic Transformation for Gaussianization of Regionalized Variables: Conditional Simulation	28
Experimental Investigation of Drillability Indices of Thermal Granite After Water-Cooling Treatment	27
Long-Term (44 Years) Regional Groundwater Recharge Estimation for Agricultural Sustainability	27
ConvLSTM for Predicting Short-Term Spatiotemporal Distribution of Seismic Risk Induced by Large-Scale Coal Mining	26
Strength Evolution Characteristics of Coal with Different Pore Structures and Mineral Inclusions Based on CT Scanning Reconstruction	26
Experimental Study of Water Distribution Affected by Stress Sensitivity and Pore–Fracture Compressibility of Low-Rank Coals with Different Levels of Water Saturation	26
Controls on Graphitization and Nanopore Characteristics of Organic Matter in Marine Overmature Shale	25
Transmission-Based Muography for Ore Bodies Prospecting: A Case Study from a Skarn Complex in Italy	25
Identification of Multi-Element Geochemical Anomalies for Cu–Polymetallic Deposits Through Staged Factor Analysis, Improved Fractal Density and Expected Value Function	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
Toward Data-Driven Mineral Prospectivity Mapping from Remote Sensing Data Using Deep Forest Predictive Model	23
Variations in Stress Thresholds for Heated Granite Subjected to Rapid Cooling under Different Confining Pressures	23
Desorption Strain Kinetics of Gas-Bearing Coal based on Thermomechanical Diffusion–Seepage Coupling	23
Mapping of Regional-scale Multi-element Geochemical Anomalies Using Hierarchical Clustering Algorithms	23
A New Sphalerite Thermometer Based on Machine Learning with Trace Element Geochemistry	22
Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China	22
Risk-Based Optimization of Post-Blast Dig-Limits Incorporating Blast Movement and Grade Uncertainties with Multiple Destinations in Open-Pit Mines	22
3D Geological Suitability Evaluation for Urban Underground Space Development Based on Combined Weighting and Improved TOPSIS	21
Preparation of Continuous Silicate Fiber: Comparison of Natural Basalt and Artificial Stimulant with the Same Chemical Composition	21
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	21
Deep Learning-Based Surrogate-Assisted Intelligent Optimization Framework for Reservoir Production Schemes	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
Multifractal Analysis of Pore Structure in Middle- and High-Rank Coal by Mercury Intrusion Porosimetry and Low-Pressure N2 Adsorption	21
Molecular Insights into the Occurrence Characteristics of Water and Methane in Nano-Slit Pores of Illite	20
Property Evaluation of Metamorphic Rocks Using a New Metamorphic Reservoir Quality Index: Buried Hill of Bozhong 19-6 Area, Bohai Bay Basin, China	20
Variations in Formation Resistivity and Geometric Tortuosity Factors for Consolidated Niger Delta Formations	20
Exploration of Metallogenic Structure of Manganese Ore Using Magnetotelluric Method: A Case Study in Minle Region, Hunan Province, China	20
A Novel Multiple-Kernel Support Vector Regression Algorithm for Estimation of Water Quality Parameters	20
Dynamic Strain Rate Effect and Macro–Micro-Fracture Mechanism of Raw Coal Under True Triaxial Conditions	20
Permeability and Energy Evolution Characteristics of Heterogeneous Coal and Rock Mass	19

Coupled Thermo–Mechanical Damage Evolution of Granite under Repeated Heating–Cooling Cycles and the Applications of Mohr–Coulomb and Drucker–Prager Models	19
Repetitive Mining Stress and Pore Pressure Effects on Permeability and Pore Pressure Sensitivity of Bituminous Coal	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
Spatio-Temporal Assessment of Groundwater Potential Zone in the Drought-Prone Area of Bangladesh Using GIS-Based Bivariate Models	19
Groundwater Potential Assessment of Penang Island, Malaysia, Through Integration of Remote Sensing and GIS with Validation by 2D ERT	18
Performance of Hybrid SCA-RF and HHO-RF Models for Predicting Backbreak in Open-Pit Mine Blasting Operations	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
Fractal Analysis of Pore Structure Differences Between Shale and Sandstone Based on the Nitrogen Adsorption Method	18
Experimental Study on Evolution of Fracture Network and Permeability Characteristics of Bituminous Coal Under Repeated Mining Effect	18
Quantification of Gas Transport Behavior During Coalbed Methane Extraction in A Coal Seam Considering a Dual-Porosity/Single-Permeability Model	18
Detailed Characterization of Microscopic Pore Structure in Low-Rank Coal: A Case Study of Zhalainuoer Coalfield	18
Influence of Different Coal Seam Gas Pressures and their Pulse Characteristics on Coal-and-gas Outburst Impact Airflow	18
Monitoring Groundwater Storage Based on Satellite Gravimetry and Deep Learning	17
Comparison of Fracture and Permeability between Tectonically Deformed Coal and Briquette Coal using X-ray Computer Tomography and the Lattice Boltzmann Method	17
Modification of Microstructural and Fluid Migration of Bituminous Coal by Microwave–LN2 Freeze–Thaw Cycles: Implication for Efficient Recovery of Coalbed Methane	17
A Novel Approach for Enhancing Geologically Aligned Fusion of Multiple Geophysical Inverse Models in the Porphyry-Cu Deposit of Zaftak, Kerman, Iran	17
Machine Learning-Based 3D Modeling of Mineral Prospectivity Mapping in the Anqing Orefield, Eastern China	17
Application of Machine Learning to Predict Transient Sand Production in the Karazhanbas Oil Field, Ustyurt–Buzachi Basin (West Kazakhstan)	17
3D Numerical Modeling for Investigating Structural Controls on Orogenic Gold Mineralization, Sanshandao Gold Belt, Eastern China	17
Mineralogical and Chemical Characteristics of Clay Areas, Gümüşhane Region (NE Turkey), and Their Detection Using the Crósta Technique with Landsat 7 and 8 Images	16
Application of GMDH to Predict Pore Pressure from Well Logs Data: A Case Study from Southeast Sichuan Basin, China	16
Water Adsorption Characteristics of Coal with Different Particle Sizes: Experimental and Modeling Analyses	16
Exploring Acoustic Wave Propagation and Equivalent Path in Quasi-Porous Medium of Loose Coal Mass	16
Simulated Block Variance for 3D Drillhole Infill	16
Spatial Effect Analysis of Coal and Gangue Recognition Detector Based on Natural Gamma Ray Method	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
Influence of Viscous and Capillary Forces on Residual Water in Anthracite Fracture Networks	16
Evolution of Elastic–Plastic Characteristics of Rocks Within Middle-Deep Geothermal Reservoirs Under High Temperature	16
Workflow-Induced Uncertainty in Data-Driven Mineral Prospectivity Mapping	16
Efficiency Measurement and Influencing Factors of Ecological Compensation: A Case Study from Wuqi and Zhidan on the Loess Plateau	16
Macro–Micro Damage and Failure Behavior of Creep Gas-Bearing Coal Subjected to Drop Hammer Impact	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
Exploring Chromium Ore Consumption: New Perspectives from Hybrid CEEMDAN–S-Curve Modeling	15
Geological Modeling and Numerical Simulation of Cold-Water Trap in the Low-Sulfidation Epithermal Sirawai Au–Ag Deposit, Mindanao, Philippines	15
Forecasting Copper Price with Multi-view Graph Transformer and Fractional Brownian Motion-Based Data Augmentation	15
Group Method of Data Handling (GMDH) Neural Network for Estimating Total Organic Carbon (TOC) and Hydrocarbon Potential Distribution (S1, S2) Using Well Logs	15
Quantifying and Controller Determination of Shale Matrix Compressibility: Implications for Pore Structure and Gas Flow Behavior Analyses	15
Three-Dimensional Mineral Prospectivity Mapping by XGBoost Modeling: A Case Study of the Lannigou Gold Deposit, China	15
Numerical Modeling of Permeability Sensitivities Based on Characteristics of Heterogeneous Coal Structure Reservoirs	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
Integrated Hydrogeophysical Study for the Delineation of Mio–Plio–Quaternary Aquifers in the Central Part of the Sousse Governorate (Tunisian Sahel)	15
Effects of Different Concentrations of Weak Acid Fracturing Fluid on the Microstructure of Coal	14
Prediction of Uniaxial Compressive Strength of Rock Via Genetic Algorithm—Selective Ensemble Learning	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
Pore Fractal Dimensions of Bituminous Coal Reservoirs in North China and Their Impact on Gas Adsorption Capacity	14
Estimating Total Dissolved Solids in Groundwater Using Machine Learning Models	14
Nonlinear Characteristics of Granite After High-Temperature Treatment Captured by Digital Image Correlation and Acoustic Emission Technology	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
Predicting the Concentrations of Rare Earth Elements and Yttrium in Coal Using Self-Organizing Map	13
Call for papers	13
A Mechanical Model and Numerical Method for Gas Seepage Analysis Considering Gas Desorption in Heterogeneous Coal	13
Geochemical Characteristics and Hydrocarbon Generation and Expulsion of Oligocene Yacheng Formation Source Rocks in the Northern Yinggehai Basin	13
Groundwater Potential Mapping in Hubei Region of China Using Machine Learning, Ensemble Learning, Deep Learning and AutoML Methods	13
An Interpretable Multi-Model Machine Learning Approach for Spatial Mapping of Deep-Sea Polymetallic Nodule Occurrences	13
A Novel Hunger Games Search Optimization-Based Artificial Neural Network for Predicting Ground Vibration Intensity Induced by Mine Blasting	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
Assessment of Petrophysical Rock Properties in North Madagascar: Implications for Geothermal Resource Exploration	13
Deep Learning-Driven Analysis of Petrophysical Dynamics in Pay Zone Quality and Reservoir Characterization	13
Distinguishing the Type of Ore-Forming Fluids in Gold Deposits Using Pyrite Geochemistry and Machine Learning	13
A “Weighted” Geochemical Variable Classification Method Based on Latent Variables	13
Surface Movement Law Caused by Continuous Mining: A Case Study of Loess Plateau Coal Mines	13
Diffusion of Surface CO2 in Coalfield Fire Areas by Surface Temperature and Wind	13
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	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	12
A Novel Surrogate-Assisted Multi-objective Optimization Method for Well Control Parameters Based on Tri-Training	12
Multi-attribute Selection for Salt Dome Detection Based on SVM and MLP Machine Learning Techniques	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
Prediction of Mechanical Properties of Coal from Non-destructive Properties: A Comparative Application of MARS, ANN, and GA	12
A New Generation of Artificial Intelligence Algorithms for Mineral Prospectivity Mapping	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
Grade Control with Ensembled Machine Learning: A Comparative Case Study at the Carmen de Andacollo Copper Mine	12
Modeling the Electric and Dielectric Behaviors of the Gebel Kamil Iron Meteorite	12
Application of Various Nonlinear Models to Predict the Uniaxial Compressive Strength of Weakly Cemented Jurassic Rocks	12
Gradient Boosting Decision Tree for Lithology Identification with Well Logs: A Case Study of Zhaoxian Gold Deposit, Shandong Peninsula, China	12
Low-Temperature Oxidation Characteristics and Spontaneous Combustion Limit Parameters of Residual Coal in Deep Mine Goafs	12

Characteristics and Evolution of Low-Rank Coal Pore Structure Around the First Coalification Jump: Case Study in Southeastern Junggar Basin	12
Research on Coal Reservoir Pore Structures: Progress, Current Status, and Advancing	12