Natural Resources Research

Article	Citations
Geodata Science-Based Mineral Prospectivity Mapping: A Review	92
Random-Drop Data Augmentation of Deep Convolutional Neural Network for Mineral Prospectivity Mapping	91
A Core Logging, Machine Learning and Geostatistical Modeling Interactive Approach for Subsurface Imaging of Lenticular Geobodies in a Clastic Depositional System, SE Pakistan	90
Experimental Study on Temperature Response of Different Ranks of Coal to Liquid Nitrogen Soaking	86
Modeling the Depositional Environment of the Sandstone Reservoir in the Middle Miocene Sidri Member, Badri Field, Gulf of Suez Basin, Egypt: Integration of Gamma-Ray Log Patterns and Petrographic Char	76
Stress Path Analysis for Characterization of In Situ Stress State and Effect of Reservoir Depletion on Present-Day Stress Magnitudes: Reservoir Geomechanical Modeling in the Gulf of Suez Rift Basin, E	70
A Novel Combination of Whale Optimization Algorithm and Support Vector Machine with Different Kernel Functions for Prediction of Blasting-Induced Fly-Rock in Quarry Mines	68
Gas Adsorption Characterization of Pore Structure of Organic-rich Shale: Insights into Contribution of Organic Matter to Shale Pore Network	68
Strength of Stacking Technique of Ensemble Learning in Rockburst Prediction with Imbalanced Data: Comparison of Eight Single and Ensemble Models	66
3D Multi-scale Reconstruction of Fractured Shale and Influence of Fracture Morphology on Shale Gas Flow	66
A Novel Approach to Uncertainty Quantification in Groundwater Table Modeling by Automated Predictive Deep Learning	65
Effects of Random Negative Training Samples on Mineral Prospectivity Mapping	62
Implementation of Rock Typing on Waterflooding Process During Secondary Recovery in Oil Reservoirs: A Case Study, El Morgan Oil Field, Gulf of Suez, Egypt	58
Data-driven Mineral Prospectivity Mapping by Joint Application of Unsupervised Convolutional Auto-encoder Network and Supervised Convolutional Neural Network	57
A Novel Intelligent ELM-BBO Technique for Predicting Distance of Mine Blasting-Induced Flyrock	56
Uncertainties in GIS-Based Mineral Prospectivity Mapping: Key Types, Potential Impacts and Possible Solutions	53
Experimental Study on Evolution of Fracture Network and Permeability Characteristics of Bituminous Coal Under Repeated Mining Effect	52
Micro-structural Damage to Coal Induced by Liquid CO2 Phase Change Fracturing	52
A Novel Multiple-Kernel Support Vector Regression Algorithm for Estimation of Water Quality Parameters	50
Repetitive Mining Stress and Pore Pressure Effects on Permeability and Pore Pressure Sensitivity of Bituminous Coal	49
A Novel Hunger Games Search Optimization-Based Artificial Neural Network for Predicting Ground Vibration Intensity Induced by Mine Blasting	47
Influence of Geological and Environmental Factors on the Reconsolidation Behavior of Fine Granular Salt	44
Assessing and Modeling the Impacts of Wetland Land Cover Changes on Water Provision and Habitat Quality Ecosystem Services	42
Effect of Depletion and Fluid Injection in the Mesozoic and Paleozoic Sandstone Reservoirs of the October Oil Field, Central Gulf of Suez Basin: Implications on Drilling, Production and Reservoir Stab	41
Performance of Hybrid SCA-RF and HHO-RF Models for Predicting Backbreak in Open-Pit Mine Blasting Operations	40

Gas Adsorption and Controlling Factors of Shale: Review, Application, Comparison and Challenges	40
Deep Learning for Prediction of Water Quality Index Classification: Tropical Catchment Environmental Assessment	40
Sediment Instability Caused by Gas Production from Hydrate-bearing Sediment in Northern South China Sea by Horizontal Wellbore: Evolution and Mechanism	40
A Convolutional Neural Network of GoogLeNet Applied in Mineral Prospectivity Prediction Based on Multi-source Geoinformation	40
Magnetic Data Interpretation Using a New R-Parameter Imaging Method with Application to Mineral Exploration	40
Identification of Suitable Hydrological Models for Streamflow Assessment in the Kangsabati River Basin, India, by Using Different Model Selection Scores	40
Experimental Study of Mechanical Behaviors and Failure Characteristics of Coal Under True Triaxial Cyclic Loading and Unloading and Stress Rotation	39
Optimal ELM–Harris Hawks Optimization and ELM–Grasshopper Optimization Models to Forecast Peak Particle Velocity Resulting from Mine Blasting	38
A Novel Combination of Tree-Based Modeling and Monte Carlo Simulation for Assessing Risk Levels of Flyrock Induced by Mine Blasting	37
“Double Peak” of Dynamic Strengths and Acoustic Emission Responses of Coal Masses Under Dynamic Loading	37
Three-Dimensional Structural and Petrophysical Modeling for Reservoir Characterization of the Mangahewa Formation, Pohokura Gas-Condensate Field, Taranaki Basin, New Zealand	37
Micro-Cleat and Permeability Evolution of Anisotropic Coal During Directional CO2 Flooding: An In Situ Micro-CT Study	36
Prediction of Blast-Induced Ground Vibration in a Mine Using Relevance Vector Regression Optimized by Metaheuristic Algorithms	35
A Geologically Constrained Variational Autoencoder for Mineral Prospectivity Mapping	34
Modulating the Impacts of Stochastic Uncertainties Linked to Deposit Locations in Data-Driven Predictive Mapping of Mineral Prospectivity	34
Assessment of Rockburst Risk in Deep Mining: An Improved Comprehensive Index Method	33
Artificial Neural Network and Firefly Algorithm for Estimation and Minimization of Ground Vibration Induced by Blasting in a Mine	32
Regional-Scale Mineral Prospectivity Mapping: Support Vector Machines and an Improved Data-Driven Multi-criteria Decision-Making Technique	32
Experimental Investigation of Mechanical Properties and Failure Behavior of Fluid-Saturated Hot Dry Rocks	32
Evaluation of Coal Body Structures and Their Distributions by Geophysical Logging Methods: Case Study in the Laochang Block, Eastern Yunnan, China	32
Pore Fractal Dimensions of Bituminous Coal Reservoirs in North China and Their Impact on Gas Adsorption Capacity	31
Application of Tree-Based Predictive Models to Forecast Air Overpressure Induced by Mine Blasting	31
Air Pollution Risk Assessment Using a Hybrid Fuzzy Intelligent Probability-Based Approach: Mine Blasting Dust Impacts	31
Deep GMDH Neural Networks for Predictive Mapping of Mineral Prospectivity in Terrains Hosting Few but Large Mineral Deposits	30
Six Novel Hybrid Extreme Learning Machine–Swarm Intelligence Optimization (ELM–SIO) Models for Predicting Backbreak in Open-Pit Blasting	30
Gas Flow Characteristics and Optimization of Gas Drainage Borehole Layout in Protective Coal Seam Mining: A Case Study from the Shaqu Coal Mine, Shanxi Province, China	29
Spatio-Temporal Assessment of Groundwater Potential Zone in the Drought-Prone Area of Bangladesh Using GIS-Based Bivariate Models	29
Understanding the Impact of Land Use and Land Cover Change on Water–Energy–Food Nexus in the Gidabo Watershed, East African Rift Valley	28
Mineral Prospectivity Mapping based on Isolation Forest and Random Forest: Implication for the Existence of Spatial Signature of Mineralization in Outliers	28
3D Integrated Structural, Facies and Petrophysical Static Modeling Approach for Complex Sandstone Reservoirs: A Case Study from the Coniacian–Santonian Matulla Formation, July Oilfield, Gulf of Suez,	28
Deformation Field and Acoustic Emission Characteristics of Weakly Cemented Rock under Brazilian Splitting Test	28
Experimental Investigation of Thermal Effect on Fracability Index of Geothermal Reservoirs	27
True Triaxial Experimental Study of Anisotropic Mechanical Behavior and Permeability Evolution of Initially Fractured Coal	27
Predicting Formation Pore-Pressure from Well-Log Data with Hybrid Machine-Learning Optimization Algorithms	27
Mechanical Failure Modes and Fractal Characteristics of Coal Samples under Repeated Drying–Saturation Conditions	26
Predicting Ground Vibrations Due to Mine Blasting Using a Novel Artificial Neural Network-Based Cuckoo Search Optimization	26
Prediction of Dust Emission Due to Open Pit Mine Blasting Using a Hybrid Artificial Neural Network	26
Stochastic Pix2pix: A New Machine Learning Method for Geophysical and Well Conditioning of Rule-Based Channel Reservoir Models	26
Gradient Boosting Decision Tree for Lithology Identification with Well Logs: A Case Study of Zhaoxian Gold Deposit, Shandong Peninsula, China	26
Improved Water Quality Prediction with Hybrid Wavelet-Genetic Programming Model and Shannon Entropy	26
Spatial Differentiation Characteristics of Groundwater Stress Index and its Relation to Land Use and Subsidence in the Varamin Plain, Iran	26
A Combination of Fuzzy Delphi Method and ANN-based Models to Investigate Factors of Flyrock Induced by Mine Blasting	25
Trade-offs Among Ecosystem Services After Vegetation Restoration in China’s Loess Plateau	25
Study on the Effect and Mechanism of Water Immersion on the Characteristic Temperature during Coal Low-Temperature Oxidation	25
Static Reservoir Modeling of the Eocene Clastic Reservoirs in the Q-Field, Niger Delta, Nigeria	25
Reservoir Characterization Using Multi-component Seismic Data in a Novel Hybrid Model Based on Clustering and Deep Neural Network	25
Appraisal of Hydraulic Flow Units and Factors of the Dynamics and Contamination of Hydrogeological Units in the Littoral Zones: A Case Study of Akwa Ibom State University and Its Environs, Mkpat Enin	24
Advantageous Seepage Channel in Coal Seam and its Effects on the Distribution of High-yield Areas in the Fanzhuang CBM Block, Southern Qinshui Basin, China	24
Application of Artificial Intelligence to Estimate Oil Flow Rate in Gas-Lift Wells	24
Changes in Shale Rock Properties and Wave Velocity Anisotropy Induced by Increasing Temperature	23

New Mechanical Model of Slotting–Directional Hydraulic Fracturing and Experimental Study for Coalbed Methane Development	23
Groundwater Potential Mapping in Hubei Region of China Using Machine Learning, Ensemble Learning, Deep Learning and AutoML Methods	23
Quantifying Uncertainties Linked to the Diversity of Mathematical Frameworks in Knowledge-Driven Mineral Prospectivity Mapping	23
Rapid Determination of Gross Calorific Value of Coal Using Artificial Neural Network and Particle Swarm Optimization	22
Mineral Prospectivity Mapping via Gated Recurrent Unit Model	22
Characteristics of Mining-Induced Fractures Under Inclined Coal Seam Group Multiple Mining and Implications for Gas Migration	22
A Combination of Expert-Based System and Advanced Decision-Tree Algorithms to Predict Air-Overpressure Resulting from Quarry Blasting	22
Data-Driven Modeling Approach to Predict the Recovery Performance of Low-Salinity Waterfloods	22
Evaluation of Spatio-temporal Changes in Surface Water Quality and Their Suitability for Designated Uses, Mettur Reservoir, India	22
Unsupervised Machine Learning for Lithological Mapping Using Geochemical Data in Covered Areas of Jining, China	21
Mechanical Properties and Energy Dissipation Characteristics of Coal–Rock-Like Composite Materials Subjected to Different Rock–Coal Strength Ratios	21
Analysis of Surface Cracking and Fracture Behavior of a Single Thick Main Roof Based on Similar Model Experiments in Western Coal Mine, China	21
Experimental Investigation of the Anisotropic Evolution of Tensile Strength of Oil Shale Under Real-Time High-Temperature Conditions	21
Fracture Development at Laminated Floor Layers Under Longwall Face in Deep Coal Mining	20
Laboratory Investigations of a New Method Using Pressure Stimulated Currents to Monitor Concentrated Stress Variations in Coal	20
Combination of Machine Learning and Kriging for Spatial Estimation of Geological Attributes	20
Estimation of Ground Vibration Intensity Induced by Mine Blasting using a State-of-the-Art Hybrid Autoencoder Neural Network and Support Vector Regression Model	20
Smart Proxy Modeling of a Fractured Reservoir Model for Production Optimization: Implementation of Metaheuristic Algorithm and Probabilistic Application	20
Integration of Machine Learning Algorithms with Gompertz Curves and Kriging to Estimate Resources in Gold Deposits	20
A High Thermal Conductivity Cement for Geothermal Exploitation Application	20
Sustainable Development Goals (SDGs) Associated with Groundwater Over-Exploitation Vulnerability: Geographic Information System-Based Multi-criteria Decision Analysis	19
Local Scale Groundwater Vulnerability Assessment with an Improved DRASTIC Model	19
Estimation of Non-Stationary Behavior in Annual and Seasonal Surface Freshwater Volume Discharged into the Gorgan Bay, Iran	19
Remote Sensing Inversion for Simulation of Soil Salinization Based on Hyperspectral Data and Ground Analysis in Yinchuan, China	19
Application of Low-Salinity Waterflooding in Carbonate Cores: A Geochemical Modeling Study	19
Acoustic Emission Source Location Monitoring of Laboratory-Scale Hydraulic Fracturing of Coal Under True Triaxial Stress	19
Distribution Characteristics of In Situ Stress Field and Vertical Development Unit Division of CBM in Western Guizhou, China	19
GIS-Based Spatial Analysis of Regional-Scale Structural Controls on Gold Mineralization Along the Bétaré-Oya Shear Zone, Eastern Cameroon	18
A Coupling Method for Eco-Geological Environmental Safety Assessment in Mining Areas Using PCA and Catastrophe Theory	18
Quantitative Analysis of Pore Structure and Its Impact on Methane Adsorption Capacity of Coal	18
Three-Dimensional Mineral Prospectivity Mapping by XGBoost Modeling: A Case Study of the Lannigou Gold Deposit, China	18
Co-production of Tight Gas and Coalbed Methane from Single Wellbore: a Simulation Study from Northeastern Ordos Basin, China	18
A Hybrid Logistic Regression: Gene Expression Programming Model and Its Application to Mineral Prospectivity Mapping	18
Spatial Association Between Orogenic Gold Mineralization and Structures Revealed by 3D Prospectivity Modeling: A Case Study of the Xiadian Gold Deposit, Jiaodong Peninsula, China	18
Quantification of Uncertainty Associated with Evidence Layers in Mineral Prospectivity Mapping Using Direct Sampling and Convolutional Neural Network	17
Novel Extreme Learning Machine-Multi-Verse Optimization Model for Predicting Peak Particle Velocity Induced by Mine Blasting	17
A Methodology to Estimate Proximate and Gas Content Saturation with Lithological Classification in Coalbed Methane Reservoir, Bokaro Field, India	17
Influence of Pore Structure Particularity and Pore Water on the Occurrence of Deep Shale Gas: Wufeng–Longmaxi Formation, Luzhou Block, Sichuan Basin	17
Damage and Failure of Hot Dry Rock under Cyclic Liquid Nitrogen Cold Shock Treatment: A Non-destructive Ultrasonic Test Method	17
A New Approach for Regional Groundwater Level Simulation: Clustering, Simulation, and Optimization	17
Waveform Characteristics of Earthquakes Induced by Hydraulic Fracturing and Mining Activities: Comparison with Those of Natural Earthquakes	16
Evaluation of Rockburst Hazard in Deep Coalmines with Large Protective Island Coal Pillars	16
Investigation of Adsorption–Desorption, Induced Strains and Permeability Evolution During N2–ECBM Recovery	16
Logistic-Based Translation of Orogenic Gold Forming Processes into Mappable Exploration Criteria for Fuzzy Logic Mineral Exploration Targeting in the Kushaka Schist Belt, North-Central Nigeria	16
Comparison of the Slow Pyrolysis Behavior and Kinetics of Coal, Wood and Algae at High Heating Rates	16
Dynamic Characteristics of Coal under Triaxial Constraints Based on the Split–Hopkinson Pressure Bar Test System	15
Energy Evolution Characteristics of Coal–Rock Composite Bodies Based on Unidirectional Load	15
Hybridization of Parametric and Non-parametric Techniques to Predict Air Over-pressure Induced by Quarry Blasting	15
Integrated Water Harvesting and Aquifer Recharge Evaluation Methodology Based on Remote Sensing and Geographical Information System: Case Study in Iraq	15
Gas Emission and Soil Chemical Properties Associated with Underground Coal Fires, Wuda Coalfield, Inner Mongolia, China	15
Near-Surface Crustal Architecture and Geohydrodynamics of the Crystalline Basement Terrain of Araromi, Akungba-Akoko, SW Nigeria, Derived from Multi-Geophysical Methods	15
Predicting Blast-Induced Ground Vibration in Open-Pit Mines Using Different Nature-Inspired Optimization Algorithms and Deep Neural Network	15
Machine Learning-Based 3D Modeling of Mineral Prospectivity Mapping in the Anqing Orefield, Eastern China	15
Estimating Ore Production in Open-pit Mines Using Various Machine Learning Algorithms Based on a Truck-Haulage System and Support of Internet of Things	14
Evolution of Anisotropic Coal Permeability Under the Effect of Heterogeneous Deformation of Fractures	14
Application of Various Nonlinear Models to Predict the Uniaxial Compressive Strength of Weakly Cemented Jurassic Rocks	14
Future Development of Gold Mineralization Utilizing Integrated Geology and Aeromagnetic Techniques: A Case Study in the Barramiya Mining District, Central Eastern Desert of Egypt	14
Scenario Reduction of Realizations Using Fast Marching Method in Robust Well Placement Optimization of Injectors	14
Permeability of Oil Shale Under In Situ Conditions: Fushun Oil Shale (China) Experimental Case Study	13
Geoelectrical Resistivity and Geological Characterization of Hydrostructures for Groundwater Resource Appraisal in the Obudu Plateau, Southeastern Nigeria	13
Mechanical Behaviors of Granite After Thermal Treatment Under Loading and Unloading Conditions	13
Geological Characterization of the Miocene–Pliocene Succession in the Semliki Basin, Uganda: Implications for Hydrocarbon Exploration and Drilling in the East African Rift System	13
Mineral Prospectivity Mapping Using Deep Self-Attention Model	13
Fractal Analysis of Pore Structure Differences Between Shale and Sandstone Based on the Nitrogen Adsorption Method	13
3D Geological Suitability Evaluation for Urban Underground Space Development Based on Combined Weighting and Improved TOPSIS	13
A Novel Combination of Gradient Boosted Tree and Optimized ANN Models for Forecasting Ground Vibration Due to Quarry Blasting	13
Global Optimization for Delineation of Self-potential Anomaly of a 2D Inclined Plate	13
Evaluation and Development of a Predictive Model for Geophysical Well Log Data Analysis and Reservoir Characterization: Machine Learning Applications to Lithology Prediction	13
A Coal Permeability Model with Variable Fracture Compressibility Considering Triaxial Strain Condition	13
Assessment of Surface Ecological Quality of Grassland Mining Area and Identification of Its Impact Range	13
Imaging of Stratigraphic Pinch-Out Traps Within the Lower-Cretaceous Shaly-Sandstone System, Pakistan, Using 3D Quantitative Seismic Inverted Porosity–Velocity Modeling	13
Multiple-Point Geostatistics-Based Three-Dimensional Automatic Geological Modeling and Uncertainty Analysis for Borehole Data	13
Tensile Properties and Damage Evolution Laws of Granite After High- and Low-Temperature Cycles	13
Remote Sensing Inversion of Saline and Alkaline Land Based on an Improved Seagull Optimization Algorithm and the Two-Hidden-Layer Extreme Learning Machine	12
Macro- and Meso-Damage Evolution Characteristics of Coal Using Acoustic Emission and Keuence Testing Technique	12
Application of Artificial Intelligence to Predict Enhanced Oil Recovery Using Silica Nanofluids	12
A Machine Learning Methodology for Predicting Geothermal Heat Flow in the Bohai Bay Basin, China	12
Spatio-Geologically Informed Fuzzy Classification: An Innovative Method for Recognition of Mineralization-Related Patterns by Integration of Elemental, 3D Spatial, and Geological Information	12
A Coal Burst Risk Assessment Model of Seismic Events Based on Multiple Seismic Source Parameters: A Case Study of the Huating Coal Mine, Gansu Province, China	12
Numerical Investigation of 3D Distribution of Mining-Induced Fractures in Response to Longwall Mining	12

Predicting Blast-induced Ground Vibration in Quarries Using Adaptive Fuzzy Inference Neural Network and Moth–Flame Optimization	12
Comparison of Pore Size Distribution, Heterogeneity and Occurrence Characteristics of Movable Fluids of Tight Oil Reservoirs Formed in Different Sedimentary Environments: A Case Study of the Chang 7 M	12
Improving Tight Gas Recovery from Multi-pressure System During Commingled Production: An Experimental Investigation	12
Characteristics of Pore Evolution and Its Maceral Contributions in the Huolinhe Lignite during Coal Pyrolysis	12
Interference Analysis of Methane Co-Production from Two Coal Seams in Southern Qinshui Basin	12
Geophysical Exploration of Shallow Groundwater Aquifers in Arid Regions: A Case Study of Siwa Oasis, Egypt	12
A New Long-Term Photovoltaic Power Forecasting Model Based on Stacking Generalization Methodology	12
Combining Group Method of Data Handling with Signal Processing Approaches to Improve Accuracy of Groundwater Level Modeling	12
Occurrence State of Soluble Organic Matter in Shale Oil Reservoirs from the Upper Triassic Yanchang Formation in the Ordos Basin, China: Insights from Multipolarity Sequential Extraction	12
Experimental Investigation of Reservoir Fluid Interlayer Crossflow Through Fracture During the Drainage Stage of Coal Measure Gas Well	12
Exploring Deep Learning for Dig-Limit Optimization in Open-Pit Mines	12