Natural Resources Research

Article	Citations
A Core Logging, Machine Learning and Geostatistical Modeling Interactive Approach for Subsurface Imaging of Lenticular Geobodies in a Clastic Depositional System, SE Pakistan	94
A Novel Approach to Uncertainty Quantification in Groundwater Table Modeling by Automated Predictive Deep Learning	93
Strength of Stacking Technique of Ensemble Learning in Rockburst Prediction with Imbalanced Data: Comparison of Eight Single and Ensemble Models	84
3D Multi-scale Reconstruction of Fractured Shale and Influence of Fracture Morphology on Shale Gas Flow	75
Gas Adsorption Characterization of Pore Structure of Organic-rich Shale: Insights into Contribution of Organic Matter to Shale Pore Network	73
Uncertainties in GIS-Based Mineral Prospectivity Mapping: Key Types, Potential Impacts and Possible Solutions	68
Data-driven Mineral Prospectivity Mapping by Joint Application of Unsupervised Convolutional Auto-encoder Network and Supervised Convolutional Neural Network	67
Implementation of Rock Typing on Waterflooding Process During Secondary Recovery in Oil Reservoirs: A Case Study, El Morgan Oil Field, Gulf of Suez, Egypt	64
A Novel Multiple-Kernel Support Vector Regression Algorithm for Estimation of Water Quality Parameters	62
Micro-structural Damage to Coal Induced by Liquid CO2 Phase Change Fracturing	60
Experimental Study on Evolution of Fracture Network and Permeability Characteristics of Bituminous Coal Under Repeated Mining Effect	59
A Novel Hunger Games Search Optimization-Based Artificial Neural Network for Predicting Ground Vibration Intensity Induced by Mine Blasting	51
Repetitive Mining Stress and Pore Pressure Effects on Permeability and Pore Pressure Sensitivity of Bituminous Coal	51
Experimental Study of Mechanical Behaviors and Failure Characteristics of Coal Under True Triaxial Cyclic Loading and Unloading and Stress Rotation	50
A Convolutional Neural Network of GoogLeNet Applied in Mineral Prospectivity Prediction Based on Multi-source Geoinformation	49
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	48
A Geologically Constrained Variational Autoencoder for Mineral Prospectivity Mapping	46
Deep Learning for Prediction of Water Quality Index Classification: Tropical Catchment Environmental Assessment	46
“Double Peak” of Dynamic Strengths and Acoustic Emission Responses of Coal Masses Under Dynamic Loading	44
Identification of Suitable Hydrological Models for Streamflow Assessment in the Kangsabati River Basin, India, by Using Different Model Selection Scores	44
Performance of Hybrid SCA-RF and HHO-RF Models for Predicting Backbreak in Open-Pit Mine Blasting Operations	43
Regional-Scale Mineral Prospectivity Mapping: Support Vector Machines and an Improved Data-Driven Multi-criteria Decision-Making Technique	43
Sediment Instability Caused by Gas Production from Hydrate-bearing Sediment in Northern South China Sea by Horizontal Wellbore: Evolution and Mechanism	43
Micro-Cleat and Permeability Evolution of Anisotropic Coal During Directional CO2 Flooding: An In Situ Micro-CT Study	43
Evaluation of Coal Body Structures and Their Distributions by Geophysical Logging Methods: Case Study in the Laochang Block, Eastern Yunnan, China	40

Optimal ELM–Harris Hawks Optimization and ELM–Grasshopper Optimization Models to Forecast Peak Particle Velocity Resulting from Mine Blasting	39
Modulating the Impacts of Stochastic Uncertainties Linked to Deposit Locations in Data-Driven Predictive Mapping of Mineral Prospectivity	39
Assessment of Rockburst Risk in Deep Mining: An Improved Comprehensive Index Method	38
Pore Fractal Dimensions of Bituminous Coal Reservoirs in North China and Their Impact on Gas Adsorption Capacity	37
Air Pollution Risk Assessment Using a Hybrid Fuzzy Intelligent Probability-Based Approach: Mine Blasting Dust Impacts	37
Six Novel Hybrid Extreme Learning Machine–Swarm Intelligence Optimization (ELM–SIO) Models for Predicting Backbreak in Open-Pit Blasting	36
Deep GMDH Neural Networks for Predictive Mapping of Mineral Prospectivity in Terrains Hosting Few but Large Mineral Deposits	36
Application of Tree-Based Predictive Models to Forecast Air Overpressure Induced by Mine Blasting	35
Predicting Formation Pore-Pressure from Well-Log Data with Hybrid Machine-Learning Optimization Algorithms	35
Characteristics of Mining-Induced Fractures Under Inclined Coal Seam Group Multiple Mining and Implications for Gas Migration	35
Spatio-Temporal Assessment of Groundwater Potential Zone in the Drought-Prone Area of Bangladesh Using GIS-Based Bivariate Models	34
True Triaxial Experimental Study of Anisotropic Mechanical Behavior and Permeability Evolution of Initially Fractured Coal	34
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,	34
Mineral Prospectivity Mapping based on Isolation Forest and Random Forest: Implication for the Existence of Spatial Signature of Mineralization in Outliers	33
Deformation Field and Acoustic Emission Characteristics of Weakly Cemented Rock under Brazilian Splitting Test	33
Groundwater Potential Mapping in Hubei Region of China Using Machine Learning, Ensemble Learning, Deep Learning and AutoML Methods	32
Stochastic Pix2pix: A New Machine Learning Method for Geophysical and Well Conditioning of Rule-Based Channel Reservoir Models	32
Understanding the Impact of Land Use and Land Cover Change on Water–Energy–Food Nexus in the Gidabo Watershed, East African Rift Valley	32
Gradient Boosting Decision Tree for Lithology Identification with Well Logs: A Case Study of Zhaoxian Gold Deposit, Shandong Peninsula, China	31
Mechanical Failure Modes and Fractal Characteristics of Coal Samples under Repeated Drying–Saturation Conditions	31
Mineral Prospectivity Mapping via Gated Recurrent Unit Model	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	30
Sustainable Development Goals (SDGs) Associated with Groundwater Over-Exploitation Vulnerability: Geographic Information System-Based Multi-criteria Decision Analysis	30
Prediction of Dust Emission Due to Open Pit Mine Blasting Using a Hybrid Artificial Neural Network	29
Predicting Ground Vibrations Due to Mine Blasting Using a Novel Artificial Neural Network-Based Cuckoo Search Optimization	29
Reservoir Characterization Using Multi-component Seismic Data in a Novel Hybrid Model Based on Clustering and Deep Neural Network	29
Study on the Effect and Mechanism of Water Immersion on the Characteristic Temperature during Coal Low-Temperature Oxidation	29
Distribution Characteristics of In Situ Stress Field and Vertical Development Unit Division of CBM in Western Guizhou, China	28
Mechanical Properties and Energy Dissipation Characteristics of Coal–Rock-Like Composite Materials Subjected to Different Rock–Coal Strength Ratios	28
Experimental Investigation of the Anisotropic Evolution of Tensile Strength of Oil Shale Under Real-Time High-Temperature Conditions	28
Trade-offs Among Ecosystem Services After Vegetation Restoration in China’s Loess Plateau	27
Spatial Association Between Orogenic Gold Mineralization and Structures Revealed by 3D Prospectivity Modeling: A Case Study of the Xiadian Gold Deposit, Jiaodong Peninsula, China	27
Quantifying Uncertainties Linked to the Diversity of Mathematical Frameworks in Knowledge-Driven Mineral Prospectivity Mapping	27
Combination of Machine Learning and Kriging for Spatial Estimation of Geological Attributes	27
Static Reservoir Modeling of the Eocene Clastic Reservoirs in the Q-Field, Niger Delta, Nigeria	26
A Combination of Fuzzy Delphi Method and ANN-based Models to Investigate Factors of Flyrock Induced by Mine Blasting	26
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	26
Three-Dimensional Mineral Prospectivity Mapping by XGBoost Modeling: A Case Study of the Lannigou Gold Deposit, China	25
Evaluation and Development of a Predictive Model for Geophysical Well Log Data Analysis and Reservoir Characterization: Machine Learning Applications to Lithology Prediction	25
Evaluation of Spatio-temporal Changes in Surface Water Quality and Their Suitability for Designated Uses, Mettur Reservoir, India	24
Smart Proxy Modeling of a Fractured Reservoir Model for Production Optimization: Implementation of Metaheuristic Algorithm and Probabilistic Application	24
Damage and Failure of Hot Dry Rock under Cyclic Liquid Nitrogen Cold Shock Treatment: A Non-destructive Ultrasonic Test Method	24
Remote Sensing Inversion for Simulation of Soil Salinization Based on Hyperspectral Data and Ground Analysis in Yinchuan, China	24
Quantification of Uncertainty Associated with Evidence Layers in Mineral Prospectivity Mapping Using Direct Sampling and Convolutional Neural Network	23
A New Generation of Artificial Intelligence Algorithms for Mineral Prospectivity Mapping	23
A Combination of Expert-Based System and Advanced Decision-Tree Algorithms to Predict Air-Overpressure Resulting from Quarry Blasting	23
Acoustic Emission Source Location Monitoring of Laboratory-Scale Hydraulic Fracturing of Coal Under True Triaxial Stress	23
Dynamic Characteristics of Coal under Triaxial Constraints Based on the Split–Hopkinson Pressure Bar Test System	22
Data-Driven Modeling Approach to Predict the Recovery Performance of Low-Salinity Waterfloods	22
Unsupervised Machine Learning for Lithological Mapping Using Geochemical Data in Covered Areas of Jining, China	22

Estimation of Ground Vibration Intensity Induced by Mine Blasting using a State-of-the-Art Hybrid Autoencoder Neural Network and Support Vector Regression Model	22
Local Scale Groundwater Vulnerability Assessment with an Improved DRASTIC Model	22
A Novel Machine Learning Approach for Detecting Outliers, Rebuilding Well Logs, and Enhancing Reservoir Characterization	21
Novel Extreme Learning Machine-Multi-Verse Optimization Model for Predicting Peak Particle Velocity Induced by Mine Blasting	21
Estimation of Non-Stationary Behavior in Annual and Seasonal Surface Freshwater Volume Discharged into the Gorgan Bay, Iran	21
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm	20
Machine Learning-Based 3D Modeling of Mineral Prospectivity Mapping in the Anqing Orefield, Eastern China	20
A Hybrid Logistic Regression: Gene Expression Programming Model and Its Application to Mineral Prospectivity Mapping	20
A New Approach for Regional Groundwater Level Simulation: Clustering, Simulation, and Optimization	19
Mineral Prospectivity Mapping Using Deep Self-Attention Model	19
Recognizing Multivariate Geochemical Anomalies Related to Mineralization by Using Deep Unsupervised Graph Learning	19
Co-production of Tight Gas and Coalbed Methane from Single Wellbore: a Simulation Study from Northeastern Ordos Basin, China	19
Multiple-Point Geostatistics-Based Three-Dimensional Automatic Geological Modeling and Uncertainty Analysis for Borehole Data	19
Fractal Analysis of Pore Structure Differences Between Shale and Sandstone Based on the Nitrogen Adsorption Method	19
Geoelectrical Resistivity and Geological Characterization of Hydrostructures for Groundwater Resource Appraisal in the Obudu Plateau, Southeastern Nigeria	18
Integrated Water Harvesting and Aquifer Recharge Evaluation Methodology Based on Remote Sensing and Geographical Information System: Case Study in Iraq	18
Energy Evolution Characteristics of Coal–Rock Composite Bodies Based on Unidirectional Load	18
A Methodology to Estimate Proximate and Gas Content Saturation with Lithological Classification in Coalbed Methane Reservoir, Bokaro Field, India	18
Investigation of Adsorption–Desorption, Induced Strains and Permeability Evolution During N2–ECBM Recovery	18
Developments in Quantitative Assessment and Modeling of Mineral Resource Potential: An Overview	18
Electric Potential Response Characteristics and Constitutive Model of Coal Under Axial Static Load–Dynamic Load Coupling	18
Mineral Prospectivity Prediction by Integration of Convolutional Autoencoder Network and Random Forest	18
Influence of Pore Structure Particularity and Pore Water on the Occurrence of Deep Shale Gas: Wufeng–Longmaxi Formation, Luzhou Block, Sichuan Basin	18
3D Geological Suitability Evaluation for Urban Underground Space Development Based on Combined Weighting and Improved TOPSIS	17
Metallogenic-Factor Variational Autoencoder for Geochemical Anomaly Detection by Ad-Hoc and Post-Hoc Interpretability Algorithms	17
Experimental Investigation of the Relationships Among P-Wave Velocity, Tensile Strength, and Mode-I Fracture Toughness of Granite After High-Temperature Treatment	17
Future Development of Gold Mineralization Utilizing Integrated Geology and Aeromagnetic Techniques: A Case Study in the Barramiya Mining District, Central Eastern Desert of Egypt	17
Near-Surface Crustal Architecture and Geohydrodynamics of the Crystalline Basement Terrain of Araromi, Akungba-Akoko, SW Nigeria, Derived from Multi-Geophysical Methods	17
Application of Various Nonlinear Models to Predict the Uniaxial Compressive Strength of Weakly Cemented Jurassic Rocks	17
Exploring Deep Learning for Dig-Limit Optimization in Open-Pit Mines	16
Experimental Investigation of Pore Pressure Effect on Coal Sample Permeability Under Different Temperatures	16
Visual Interpretable Deep Learning Algorithm for Geochemical Anomaly Recognition	16
Predicting Blast-Induced Ground Vibration in Open-Pit Mines Using Different Nature-Inspired Optimization Algorithms and Deep Neural Network	16
Bayesian and Neural Network Approaches to Estimate Deep Temperature Distribution for Assessing a Supercritical Geothermal System: Evaluation Using a Numerical Model	16
Remote Sensing Inversion of Saline and Alkaline Land Based on an Improved Seagull Optimization Algorithm and the Two-Hidden-Layer Extreme Learning Machine	16
Macro- and Meso-Damage Evolution Characteristics of Coal Using Acoustic Emission and Keuence Testing Technique	16
Prediction of Uniaxial Compressive Strength of Rock Via Genetic Algorithm—Selective Ensemble Learning	16
Lithological Mapping Using a Convolutional Neural Network based on Stream Sediment Geochemical Survey Data	16
Combining Group Method of Data Handling with Signal Processing Approaches to Improve Accuracy of Groundwater Level Modeling	16
Strain Rate Effect and Mechanical Constitutive Model of Coal Samples Under Dynamic Load	15
Spatio-Geologically Informed Fuzzy Classification: An Innovative Method for Recognition of Mineralization-Related Patterns by Integration of Elemental, 3D Spatial, and Geological Information	15
A Novel Combination of Gradient Boosted Tree and Optimized ANN Models for Forecasting Ground Vibration Due to Quarry Blasting	15
Open-Pit Mine Extraction from Very High-Resolution Remote Sensing Images Using OM-DeepLab	15
Multifractal Analysis of Pore Structure in Middle- and High-Rank Coal by Mercury Intrusion Porosimetry and Low-Pressure N2 Adsorption	15
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	15
Tensile Properties and Damage Evolution Laws of Granite After High- and Low-Temperature Cycles	15
Predicting Blast-induced Ground Vibration in Quarries Using Adaptive Fuzzy Inference Neural Network and Moth–Flame Optimization	14
Scenario Reduction of Realizations Using Fast Marching Method in Robust Well Placement Optimization of Injectors	14
Imaging of Stratigraphic Pinch-Out Traps Within the Lower-Cretaceous Shaly-Sandstone System, Pakistan, Using 3D Quantitative Seismic Inverted Porosity–Velocity Modeling	14
Group Method of Data Handling (GMDH) Neural Network for Estimating Total Organic Carbon (TOC) and Hydrocarbon Potential Distribution (S1, S2) Using Well Logs	14
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	14
Geological Characterization of the Miocene–Pliocene Succession in the Semliki Basin, Uganda: Implications for Hydrocarbon Exploration and Drilling in the East African Rift System	14
Evolution of Anisotropic Coal Permeability Under the Effect of Heterogeneous Deformation of Fractures	14
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	14
A Coal Permeability Model with Variable Fracture Compressibility Considering Triaxial Strain Condition	14
Mechanical Behaviors of Granite After Thermal Treatment Under Loading and Unloading Conditions	14
A Machine Learning Methodology for Predicting Geothermal Heat Flow in the Bohai Bay Basin, China	14
Testing the Mineral Resources-Induced Environmental Kuznets Curve Hypothesis in Africa	14
Geochemically Constrained Prospectivity Mapping Aided by Unsupervised Cluster Analysis	13
CH4 and CO2 Adsorption Characteristics of Low-Rank Coals Containing Water: An Experimental and Comparative Study	13
Machine-Learning-Aided Determination of Post-blast Ore Boundary for Controlling Ore Loss and Dilution	13
Assessment of Surface Ecological Quality of Grassland Mining Area and Identification of Its Impact Range	13
Correlation of Phase Composition, Structure, and Mechanical Properties of Natural Basalt Continuous Fibers	13
Experimental Investigation of Reservoir Fluid Interlayer Crossflow Through Fracture During the Drainage Stage of Coal Measure Gas Well	13
Geophysical Exploration of Shallow Groundwater Aquifers in Arid Regions: A Case Study of Siwa Oasis, Egypt	13
An Integrated Framework for Data-Driven Mineral Prospectivity Mapping Using Bagging-Based Positive-Unlabeled Learning and Bayesian Cost-Sensitive Logistic Regression	13
Effects of Methane Saturation and Nitrogen Pressure on N2–Enhanced Coalbed Methane Desorption Strain Characteristics of Medium-Rank Coal	13
Spatially-Weighted Factor Analysis for Extraction of Source-Oriented Mineralization Feature in 3D Coordinates of Surface Geochemical Signal	13
Characteristics of Pore Evolution and Its Maceral Contributions in the Huolinhe Lignite during Coal Pyrolysis	13
A New Long-Term Photovoltaic Power Forecasting Model Based on Stacking Generalization Methodology	13
Characteristics of Modern Geostress and Removability of No. 15 Coal Reservoir, Yangquan Mining Area, China	12
Multi-attribute Selection for Salt Dome Detection Based on SVM and MLP Machine Learning Techniques	12
Characterization of Coal Structure of High-Thickness Coal Reservoir Using Geophysical Logging: A Case Study in Southern Junggar Basin, Xinjiang, Northwest China	12
A Novel Surrogate-Assisted Multi-objective Optimization Method for Well Control Parameters Based on Tri-Training	12
Subsurface Structural Setting and Hydrocarbon Potentiality of the Komombo and Nuqra Basins, South Egypt: A Seismic and Petrophysical Integrated Study	12
Quantification of Water Resource Sustainability in Response to Drought Risk Assessment for Afghanistan River Basins	12
Permeability Anisotropy in High Dip Angle Coal Seam: A Case Study of Southern Junggar Basin	12
Multifractal Investigation on Multi-scale Pore Structure Heterogeneity of High Rank Coal Reservoirs	12
Application of Artificial Intelligence to Predict Enhanced Oil Recovery Using Silica Nanofluids	12
Estimating Organic-Rich Shale Fractal Dimensions from Gas Adsorption Isotherms: Combining Different Methods Leads to More Reliable Values and Insight	12

A Stratified NMR-Based Investigation of Spatial Evolution of Pore Structure in Sandstone After Cyclic Heating and Local Water Cooling	12
Modeling and Prediction of Habitat Suitability for Ferula gummosa Medicinal Plant in a Mountainous Area	12
Quantitative Characterization, Classification, and Influencing Factors of the Full Range of Pores in Weathering Crust Volcanic Reservoirs: Case Study in Bohai Bay Basin, China	12
Generalized Mathematical Morphological Method for 3D Shape Analysis of Geological Boundaries: Application in Identifying Mineralization-Associated Shape Features	12
Target-Oriented Fusion of Attributes in Data Level for Salt Dome Geobody Delineation in Seismic Data	12
Primary Controlling Factors of Coalbed Methane Well Productivity and High Productive Well Patterns in Eastern Yunnan and Western Guizhou, China	12
Improving Tight Gas Recovery from Multi-pressure System During Commingled Production: An Experimental Investigation	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
Interference Analysis of Methane Co-Production from Two Coal Seams in Southern Qinshui Basin	12