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Deconstructing the “Black Box”: An Interpretability Study on 3D CNN Model of 3D Mineral Prospectivity Modeling for Deep-Seated Concealed Orebodies 解构“黑盒子”：深部隐伏矿体三维找矿建模三维CNN模型的可解释性研究
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-22 DOI: 10.1007/s11053-026-10770-4
Xiaohui Li,Liang Wu,Zhongliang Chen,Feng Yuan,Chaojie Zheng,Yue Li,Can Ge,Jingge Wang
{"title":"Deconstructing the “Black Box”: An Interpretability Study on 3D CNN Model of 3D Mineral Prospectivity Modeling for Deep-Seated Concealed Orebodies","authors":"Xiaohui Li,Liang Wu,Zhongliang Chen,Feng Yuan,Chaojie Zheng,Yue Li,Can Ge,Jingge Wang","doi":"10.1007/s11053-026-10770-4","DOIUrl":"https://doi.org/10.1007/s11053-026-10770-4","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"2 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021645","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
Enhanced Prediction of Coal Spontaneous Combustion Temperature via GWO-SVR with Experimental and Field Verification 基于GWO-SVR的煤自燃温度增强预测方法及实验与现场验证
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-19 DOI: 10.1007/s11053-026-10779-9
Changkui Lei,Qi Qiao,Jun Deng,Jingyu Zhao,Chuanbo Cui,Weigang Wang
{"title":"Enhanced Prediction of Coal Spontaneous Combustion Temperature via GWO-SVR with Experimental and Field Verification","authors":"Changkui Lei,Qi Qiao,Jun Deng,Jingyu Zhao,Chuanbo Cui,Weigang Wang","doi":"10.1007/s11053-026-10779-9","DOIUrl":"https://doi.org/10.1007/s11053-026-10779-9","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"1 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021647","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
Coupled Effects of Climate and Land-Use Changes on Hydrological Water Yield in the Wei River Basin of China under SSP-RCP Scenarios SSP-RCP情景下渭河流域气候与土地利用变化对水文水量的耦合影响
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-19 DOI: 10.1007/s11053-026-10775-z
Yating Gao,Ganggang Zuo,Jiancang Xie,Ni Wang,Zheng Liu,Tianfan Wang
{"title":"Coupled Effects of Climate and Land-Use Changes on Hydrological Water Yield in the Wei River Basin of China under SSP-RCP Scenarios","authors":"Yating Gao,Ganggang Zuo,Jiancang Xie,Ni Wang,Zheng Liu,Tianfan Wang","doi":"10.1007/s11053-026-10775-z","DOIUrl":"https://doi.org/10.1007/s11053-026-10775-z","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"19 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021648","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
Geometric Distortion Mechanisms of Mahalanobis Distance Under Multiple Population Mixing and Mitigation Strategies: A Case Study on Geochemical Anomaly Identification 多种群混合下马氏距离几何畸变机理及缓解策略——以地球化学异常识别为例
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-19 DOI: 10.1007/s11053-026-10772-2
Qinghao Zhang,Jilong Lu,Mi Tian,Liji Sun,Xinyun Zhao,Yanxiang Shi
{"title":"Geometric Distortion Mechanisms of Mahalanobis Distance Under Multiple Population Mixing and Mitigation Strategies: A Case Study on Geochemical Anomaly Identification","authors":"Qinghao Zhang,Jilong Lu,Mi Tian,Liji Sun,Xinyun Zhao,Yanxiang Shi","doi":"10.1007/s11053-026-10772-2","DOIUrl":"https://doi.org/10.1007/s11053-026-10772-2","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"9 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021650","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
Geostatistically-Consistent Continuous Conditional Random Field Model for Quantitative Three-Dimensional Mineral Prospectivity Modeling: Application to Dongzhuangzi Gold Deposit, Eastern China 地质统计一致连续条件随机场模型定量三维找矿模拟——在东庄子金矿床上的应用
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-18 DOI: 10.1007/s11053-026-10759-z
Xuanlun Deng,Hao Deng,Xinyu Liu,Jin Chen,Zhankun Liu,Jixian Huang,Xiancheng Mao
{"title":"Geostatistically-Consistent Continuous Conditional Random Field Model for Quantitative Three-Dimensional Mineral Prospectivity Modeling: Application to Dongzhuangzi Gold Deposit, Eastern China","authors":"Xuanlun Deng,Hao Deng,Xinyu Liu,Jin Chen,Zhankun Liu,Jixian Huang,Xiancheng Mao","doi":"10.1007/s11053-026-10759-z","DOIUrl":"https://doi.org/10.1007/s11053-026-10759-z","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"92 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021649","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
DM-GAE: A Dual-Masked Graph Autoencoder for Mineral Prospectivity Mapping Under Label-Limited Conditions 标签限制条件下矿产远景映射的双掩码自编码器
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-15 DOI: 10.1007/s11053-026-10764-2
Zhengyao Wang,Changjie Cao,Keyan Xiao,Bingli Liu,Min Zhu,Chengjie Gong,Yunhe Li,Yunhui Kong,Cheng Li,Zhongli Zhou
{"title":"DM-GAE: A Dual-Masked Graph Autoencoder for Mineral Prospectivity Mapping Under Label-Limited Conditions","authors":"Zhengyao Wang,Changjie Cao,Keyan Xiao,Bingli Liu,Min Zhu,Chengjie Gong,Yunhe Li,Yunhui Kong,Cheng Li,Zhongli Zhou","doi":"10.1007/s11053-026-10764-2","DOIUrl":"https://doi.org/10.1007/s11053-026-10764-2","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"8 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149021651","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
Combining 3D Numerical Simulation and Attention-Enhanced 3D CNN for Mineral Prospectivity Modeling: A Case Study of the Guilaizhuang Gold Deposit, Western Shandong, China 三维数值模拟与三维CNN相结合的找矿远景建模——以鲁西桂来庄金矿为例
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-11 DOI: 10.1007/s11053-026-10768-y
Yanhong Zou,Guodong Chen,Jianlin Li,Xiancheng Mao
{"title":"Combining 3D Numerical Simulation and Attention-Enhanced 3D CNN for Mineral Prospectivity Modeling: A Case Study of the Guilaizhuang Gold Deposit, Western Shandong, China","authors":"Yanhong Zou,Guodong Chen,Jianlin Li,Xiancheng Mao","doi":"10.1007/s11053-026-10768-y","DOIUrl":"https://doi.org/10.1007/s11053-026-10768-y","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"9 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148932960","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
Effects of Nonspherical Morphology on Gas Diffusion in Coal Particles: Experiments and Numerical Modeling 非球形形貌对煤颗粒中气体扩散的影响：实验与数值模拟
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-11 DOI: 10.1007/s11053-026-10769-x
Quanlin Liu,Zhonghui Li,Enyuan Wang,Shuxun Sang,Zihao Mao,Xiaofei Liu,Xiaojun Feng,Shishi Deng,Dongming Wang,Xin Zhang
{"title":"Effects of Nonspherical Morphology on Gas Diffusion in Coal Particles: Experiments and Numerical Modeling","authors":"Quanlin Liu,Zhonghui Li,Enyuan Wang,Shuxun Sang,Zihao Mao,Xiaofei Liu,Xiaojun Feng,Shishi Deng,Dongming Wang,Xin Zhang","doi":"10.1007/s11053-026-10769-x","DOIUrl":"https://doi.org/10.1007/s11053-026-10769-x","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"59 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148932962","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
HGCTM-S: Modeling Regional Lithology-Associated Mineral Assemblage Modes in Global Copper Deposits HGCTM-S：全球铜矿床区域岩性伴生矿物组合模式模拟
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-07 DOI: 10.1007/s11053-026-10767-z
Muhammad Atif Bilal,Kateryna Hlyniana
{"title":"HGCTM-S: Modeling Regional Lithology-Associated Mineral Assemblage Modes in Global Copper Deposits","authors":"Muhammad Atif Bilal,Kateryna Hlyniana","doi":"10.1007/s11053-026-10767-z","DOIUrl":"https://doi.org/10.1007/s11053-026-10767-z","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"24 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148932961","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 Dual-Driven Mineral Prospectivity Model and Ternary Ore-Control Framework in Guangxi, Southwest China 广西双驱动找矿模式与三元控矿格局
IF 5.4 2区 地球科学
Natural Resources Research Pub Date : 2026-09-03 DOI: 10.1007/s11053-026-10756-2
Lihao Feng, Qingfei Wang, Daniel D. Gregory, Lin Yang, Yunyun Niu, Hesen Zhao
{"title":"A Dual-Driven Mineral Prospectivity Model and Ternary Ore-Control Framework in Guangxi, Southwest China","authors":"Lihao Feng, Qingfei Wang, Daniel D. Gregory, Lin Yang, Yunyun Niu, Hesen Zhao","doi":"10.1007/s11053-026-10756-2","DOIUrl":"https://doi.org/10.1007/s11053-026-10756-2","url":null,"abstract":"","PeriodicalId":54284,"journal":{"name":"Natural Resources Research","volume":"13 1","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148883941","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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