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KGG-IQA: A Knowledge Graph-Guided Intelligent Question-Answering Method for Pegmatitic Lithium Deposits KGG-IQA：一种基于知识图谱的伟晶岩型锂矿床智能问答方法
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-05 DOI: 10.1007/s11053-025-10622-7
Chengjie Gong, Changjie Cao, Nan Li, Zhongli Zhou, Yunhui Kong, Bingli Liu, Cheng Li
{"title":"KGG-IQA: A Knowledge Graph-Guided Intelligent Question-Answering Method for Pegmatitic Lithium Deposits","authors":"Chengjie Gong, Changjie Cao, Nan Li, Zhongli Zhou, Yunhui Kong, Bingli Liu, Cheng Li","doi":"10.1007/s11053-025-10622-7","DOIUrl":"https://doi.org/10.1007/s11053-025-10622-7","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"26 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145902725","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
Hydrological Spatial Development Characteristics of Deep Coal Seams and Evaluation of Gas Control Water Production 深部煤层水文空间发育特征及气控水评价
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-04 DOI: 10.1007/s11053-025-10621-8
Jiutong Qiu, Chuanqi Tao, Yong Li, Jianqi Chen
{"title":"Hydrological Spatial Development Characteristics of Deep Coal Seams and Evaluation of Gas Control Water Production","authors":"Jiutong Qiu, Chuanqi Tao, Yong Li, Jianqi Chen","doi":"10.1007/s11053-025-10621-8","DOIUrl":"https://doi.org/10.1007/s11053-025-10621-8","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"35 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894488","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
Improved POA-LSTM Model Based on Multi-source Gas and Temperature Features for Predicting Key Indicators of Coal Spontaneous Combustion 基于多源气体和温度特征的煤自燃关键指标预测改进POA-LSTM模型
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-03 DOI: 10.1007/s11053-025-10623-6
Bo Tan, Longkun Sui, Liyang Gao, Kuan Yang, Songlu Tang, Yunfei Zuo
{"title":"Improved POA-LSTM Model Based on Multi-source Gas and Temperature Features for Predicting Key Indicators of Coal Spontaneous Combustion","authors":"Bo Tan, Longkun Sui, Liyang Gao, Kuan Yang, Songlu Tang, Yunfei Zuo","doi":"10.1007/s11053-025-10623-6","DOIUrl":"https://doi.org/10.1007/s11053-025-10623-6","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"12 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894494","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
Watershed Stability: A Bibliometric Review 流域稳定性：文献计量学回顾
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-03 DOI: 10.1007/s11053-025-10617-4
Hamed Beigi, Seyed Hamidreza Sadeghi, Mehdi Vafakhah, Vahid Moosavi, Michael Maerker
{"title":"Watershed Stability: A Bibliometric Review","authors":"Hamed Beigi, Seyed Hamidreza Sadeghi, Mehdi Vafakhah, Vahid Moosavi, Michael Maerker","doi":"10.1007/s11053-025-10617-4","DOIUrl":"https://doi.org/10.1007/s11053-025-10617-4","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"19 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894493","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
Seepage Characteristics and Heat Transfer Law of Coal Body by Liquid Nitrogen Fracturing Under Stress Disturbance Condition 应力扰动条件下液氮压裂煤体渗流特性及传热规律
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-03 DOI: 10.1007/s11053-025-10625-4
Lei Zhang, Shipan Zeng, Ting Ren, Cun Zhang, Xijian Li, Songzhao Li
{"title":"Seepage Characteristics and Heat Transfer Law of Coal Body by Liquid Nitrogen Fracturing Under Stress Disturbance Condition","authors":"Lei Zhang, Shipan Zeng, Ting Ren, Cun Zhang, Xijian Li, Songzhao Li","doi":"10.1007/s11053-025-10625-4","DOIUrl":"https://doi.org/10.1007/s11053-025-10625-4","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"32 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894492","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
An Identification Method of Low-Contrast Pay for Fine-Grained Sediment Reservoirs 细粒沉积储层低对比储层识别方法
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-03 DOI: 10.1007/s11053-025-10616-5
Xuqiang Fan, Yufeng Cui, Guiwen Wang
{"title":"An Identification Method of Low-Contrast Pay for Fine-Grained Sediment Reservoirs","authors":"Xuqiang Fan, Yufeng Cui, Guiwen Wang","doi":"10.1007/s11053-025-10616-5","DOIUrl":"https://doi.org/10.1007/s11053-025-10616-5","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"13 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145895550","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
Novel Hybrid Machine Learning Algorithms for Porosity Prediction Using Well Log Data from Triassic Reservoirs of the Tahe Oilfield in China 利用塔河油田三叠系测井资料进行孔隙度预测的新型混合机器学习算法
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2026-01-03 DOI: 10.1007/s11053-025-10618-3
Mohammed Albashir, Lin Pan, Xiao Wang, Wahib Yahya, Abdelmottaleb Aldoud, Hatim Quer, Mohamed Elfatih Salaim, Faulo James
{"title":"Novel Hybrid Machine Learning Algorithms for Porosity Prediction Using Well Log Data from Triassic Reservoirs of the Tahe Oilfield in China","authors":"Mohammed Albashir, Lin Pan, Xiao Wang, Wahib Yahya, Abdelmottaleb Aldoud, Hatim Quer, Mohamed Elfatih Salaim, Faulo James","doi":"10.1007/s11053-025-10618-3","DOIUrl":"https://doi.org/10.1007/s11053-025-10618-3","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"17 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894491","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
Novel Adaptive Hyperparameter Optimization Framework and Multi-scale Feature Extraction Data Augmentation Method for Deep Learning-Based Mineral Prospectivity Mapping 基于深度学习的矿产远景图自适应超参数优化框架及多尺度特征提取数据增强方法
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-25 DOI: 10.1007/s11053-025-10601-y
Chaojie Zheng, He Li, Xiaohui Li, Zhongliang Chen, Rulin Zhang, Feng Yuan
{"title":"Novel Adaptive Hyperparameter Optimization Framework and Multi-scale Feature Extraction Data Augmentation Method for Deep Learning-Based Mineral Prospectivity Mapping","authors":"Chaojie Zheng, He Li, Xiaohui Li, Zhongliang Chen, Rulin Zhang, Feng Yuan","doi":"10.1007/s11053-025-10601-y","DOIUrl":"https://doi.org/10.1007/s11053-025-10601-y","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"8 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145830035","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
Contrasting Stress Sensitivity of Natural vs. Artificially Fractured Deep Coals: Implications for Coalbed Methane Drainage Pressure Control 深层煤自然裂缝与人工裂缝应力敏感性对比：对煤层气抽采压力控制的启示
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-25 DOI: 10.1007/s11053-025-10620-9
Junjie Xiong, Zhenzhi Wang, Yixin Zhao, Yi Jin, Jienan Pan
{"title":"Contrasting Stress Sensitivity of Natural vs. Artificially Fractured Deep Coals: Implications for Coalbed Methane Drainage Pressure Control","authors":"Junjie Xiong, Zhenzhi Wang, Yixin Zhao, Yi Jin, Jienan Pan","doi":"10.1007/s11053-025-10620-9","DOIUrl":"https://doi.org/10.1007/s11053-025-10620-9","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"74 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145829960","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
Robust Uncertainty Analysis in Mineral Prospectivity Mapping: A Prototype for Fe–Mn Exploration in South Africa 矿产远景图的鲁棒不确定性分析：南非铁锰勘探的原型
IF 5.4 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Natural Resources Research
Pub Date : 2025-12-24 DOI: 10.1007/s11053-025-10615-6
Glen T. Nwaila, Raymond J. Durrheim, Hartwig E. Frimmel, Emmanuel John M. Carranza
{"title":"Robust Uncertainty Analysis in Mineral Prospectivity Mapping: A Prototype for Fe–Mn Exploration in South Africa","authors":"Glen T. Nwaila, Raymond J. Durrheim, Hartwig E. Frimmel, Emmanuel John M. Carranza","doi":"10.1007/s11053-025-10615-6","DOIUrl":"https://doi.org/10.1007/s11053-025-10615-6","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"33 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2025-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145829961","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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