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Predicting Complex Mineralogy in Oil and Gas Drilling: A Support Vector Machine Learning Model Using Integrated Core and Operational Data 预测油气钻井中的复杂矿物学：使用集成岩心和作业数据的支持向量机器学习模型
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-14 DOI: 10.1007/s11053-025-10600-z
Raunak Gupta, Uttam K. Bhui
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引用次数: 0
Coal Permeability Evolution Under True Triaxial Principal Stress and Pore Pressure Competition 真三轴主应力与孔隙压力竞争下煤渗透率演化
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-13 DOI: 10.1007/s11053-025-10575-x
Zhaoyang Gong, Dongming Zhang, Beichen Yu, Chongyang Wang, Chenxi Liu
{"title":"Coal Permeability Evolution Under True Triaxial Principal Stress and Pore Pressure Competition","authors":"Zhaoyang Gong, Dongming Zhang, Beichen Yu, Chongyang Wang, Chenxi Liu","doi":"10.1007/s11053-025-10575-x","DOIUrl":"https://doi.org/10.1007/s11053-025-10575-x","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"12 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145752986","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dirichlet-Based Uncertainty-Aware Deep Learning for Explainable Mineral Prospectivity Mapping 基于dirichlet的不确定性感知深度学习在可解释矿产远景图中的应用
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-13 DOI: 10.1007/s11053-025-10604-9
Yue Liu, Daojun Zhang, Zhiyou Li, Haiming Fan, Wei Peng
{"title":"Dirichlet-Based Uncertainty-Aware Deep Learning for Explainable Mineral Prospectivity Mapping","authors":"Yue Liu, Daojun Zhang, Zhiyou Li, Haiming Fan, Wei Peng","doi":"10.1007/s11053-025-10604-9","DOIUrl":"https://doi.org/10.1007/s11053-025-10604-9","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"11 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145753194","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stepwise Evolution of Coal Permeability Under Full-Stage Stress with Double-Prevention Boreholes Structure 双防井眼结构全阶段应力作用下煤渗透率的逐步演化
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-12 DOI: 10.1007/s11053-025-10611-w
Tianjun Zhang, Jiawei Tian, Lei Zhang, Hang Zhang, Yan Cao, Yuhang Chu, Hongyu Pan
{"title":"Stepwise Evolution of Coal Permeability Under Full-Stage Stress with Double-Prevention Boreholes Structure","authors":"Tianjun Zhang, Jiawei Tian, Lei Zhang, Hang Zhang, Yan Cao, Yuhang Chu, Hongyu Pan","doi":"10.1007/s11053-025-10611-w","DOIUrl":"https://doi.org/10.1007/s11053-025-10611-w","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"43 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145753195","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mineral Identification Based on Multimodal and Knowledge Distillation 基于多模态和知识蒸馏的矿物识别
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-11 DOI: 10.1007/s11053-025-10602-x
Hongxiang Liao, Xiaohui Ji, Mei Yang, Mingyue He, Guocheng Lv, Min Liu, Zhaochong Zhang, Shan Zeng, Jiaxue Li, Yuzhu Wang
{"title":"Mineral Identification Based on Multimodal and Knowledge Distillation","authors":"Hongxiang Liao, Xiaohui Ji, Mei Yang, Mingyue He, Guocheng Lv, Min Liu, Zhaochong Zhang, Shan Zeng, Jiaxue Li, Yuzhu Wang","doi":"10.1007/s11053-025-10602-x","DOIUrl":"https://doi.org/10.1007/s11053-025-10602-x","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"19 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145717978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prospectivity Mapping of Tungsten–Tin Deposits Integrating Multiple Geological, Geophysical, and Geochemical Datasets with the DBA–RF Method: Application to the Puy-les-Vignes/Saint-Goussaud District (Massif Central, France) 结合多种地质、地球物理和地球化学数据的ba - rf法钨锡矿远景填图：在法国中部地块Puy-les-Vignes/Saint-Goussaud地区的应用
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-11 DOI: 10.1007/s11053-025-10594-8
Matthieu Harlaux, Alex Vella, Geoffrey Dubreuil, Guillaume Vic, Pierre-Alexandre Reninger, Aurélie Peyrefitte, Guillaume Martelet, Julien Bernard, Jérémie Melleton, Guillaume Bertrand
{"title":"Prospectivity Mapping of Tungsten–Tin Deposits Integrating Multiple Geological, Geophysical, and Geochemical Datasets with the DBA–RF Method: Application to the Puy-les-Vignes/Saint-Goussaud District (Massif Central, France)","authors":"Matthieu Harlaux, Alex Vella, Geoffrey Dubreuil, Guillaume Vic, Pierre-Alexandre Reninger, Aurélie Peyrefitte, Guillaume Martelet, Julien Bernard, Jérémie Melleton, Guillaume Bertrand","doi":"10.1007/s11053-025-10594-8","DOIUrl":"https://doi.org/10.1007/s11053-025-10594-8","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"3 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145753196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Methane Adsorption Thermodynamics and Impact of Shale Pore Heterogeneity on Adsorption and Surface Diffusion 甲烷吸附热力学及页岩孔隙非均质性对吸附和表面扩散的影响
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-10 DOI: 10.1007/s11053-025-10609-4
Wei Lv, Wenjibin Sun, Yujun Zuo, Bobo Li, Zhonghu Wu, Jianhua Li, Lei Zhang, Renjun Tian, Yueqin Li
{"title":"Methane Adsorption Thermodynamics and Impact of Shale Pore Heterogeneity on Adsorption and Surface Diffusion","authors":"Wei Lv, Wenjibin Sun, Yujun Zuo, Bobo Li, Zhonghu Wu, Jianhua Li, Lei Zhang, Renjun Tian, Yueqin Li","doi":"10.1007/s11053-025-10609-4","DOIUrl":"https://doi.org/10.1007/s11053-025-10609-4","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"17 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145717979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying and Predicting Heterogeneity in Marine Clastic Reservoirs Through Machine Learning: Methodology and Applications 通过机器学习量化和预测海相碎屑储层的非均质性：方法和应用
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-07 DOI: 10.1007/s11053-025-10596-6
Yu Ye, Chao Cheng, Jie Chen, Xiangjun Liu, Xi Li, Guo Chen, Liang Cheng, Jie Fang, Peiyan Li
{"title":"Quantifying and Predicting Heterogeneity in Marine Clastic Reservoirs Through Machine Learning: Methodology and Applications","authors":"Yu Ye, Chao Cheng, Jie Chen, Xiangjun Liu, Xi Li, Guo Chen, Liang Cheng, Jie Fang, Peiyan Li","doi":"10.1007/s11053-025-10596-6","DOIUrl":"https://doi.org/10.1007/s11053-025-10596-6","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"11 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145697041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Fractal–Desorption Synergy Framework for Quantifying Gas Expansion Energy in Coal-and-Gas Outbursts 煤与瓦斯突出瓦斯膨胀能量化的分形-解吸协同框架
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-07 DOI: 10.1007/s11053-025-10607-6
Chenghao Wang, Menglei Gao, Jingyu Jiang, Yuanping Cheng, Liao He
{"title":"A Fractal–Desorption Synergy Framework for Quantifying Gas Expansion Energy in Coal-and-Gas Outbursts","authors":"Chenghao Wang, Menglei Gao, Jingyu Jiang, Yuanping Cheng, Liao He","doi":"10.1007/s11053-025-10607-6","DOIUrl":"https://doi.org/10.1007/s11053-025-10607-6","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"137 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145697071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
3D GCN–CNN Hybrid Model for 3D Mineral Prospectivity Modeling of Porphyry- and Skarn-Type Mineralization 斑岩型和夕卡岩型成矿三维找矿模拟的三维GCN-CNN混合模型
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-06 DOI: 10.1007/s11053-025-10593-9
Xiaohui Li, Chengrui Zhao, Feng Yuan, Yue Li, Chaojie Zheng, Mingming Zhang, Can Ge, Dong Guo, Xueyi Lan, Sanming Lu
{"title":"3D GCN–CNN Hybrid Model for 3D Mineral Prospectivity Modeling of Porphyry- and Skarn-Type Mineralization","authors":"Xiaohui Li, Chengrui Zhao, Feng Yuan, Yue Li, Chaojie Zheng, Mingming Zhang, Can Ge, Dong Guo, Xueyi Lan, Sanming Lu","doi":"10.1007/s11053-025-10593-9","DOIUrl":"https://doi.org/10.1007/s11053-025-10593-9","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"75 5 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145680398","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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