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典型文献
Hunting the Datable Garnet using the LA-ICP-MS U-Pb Method:Predicting Garnet U Concentration,based on Major and Minor Elements
文献摘要:
Garnet occurs in a wide range of rock types,from mantle peridotites to granites,from eclogites to skarns.In recent years,garnet LA-ICP-MS(Laser Ablation Inductively Coupled Plasma Mass Spectrometry)U-Pb dating has provided a powerful solution for retrieving the ages of rock formations,but successful dating is often prohibited by the low concentration of U.However,the concentration of U,a trace element of garnet,is unknown prior to the LA-ICP-MS analysis.In this study,we propose that the U concentration in garnet can be predicted by the contents of major and minor elements,which can be quantitatively obtained by EPMA(electron probe microanalysis).Using a supervised machine learning method(neural network),a model is trained to discriminate U-rich(>2 ppm)and U-poor(<2 ppm)garnets,based on EPMA results.Results of cross validation shows that the model has an average accuracy of~92%and is a powerful tool in detecting datable U-rich garnet.To facilitate the use of the discriminator,it is programmed as a stand-alone Microsoft Excel spreadsheet(HighUGarnet)and users directly paste the molar proportions of garnet end members into it and obtain the discrimination result.
文献关键词:
作者姓名:
DENG Yi;ZHONG Richen;LI Dengfeng;LI Yanxia;CUI Hao
作者机构:
School of Civil and Resource Engineering,University of Science and Technology Beijing,Beijing 100083,China;School of Marine Sciences,Sun Yat-sen University,Zhuhai,Guangdong 519082,China;Guangdong Provincial Key Laboratory of Marine Resources and Coastal Engineering,Zhuhai,Guangdong 519082,China
引用格式:
[1]DENG Yi;ZHONG Richen;LI Dengfeng;LI Yanxia;CUI Hao-.Hunting the Datable Garnet using the LA-ICP-MS U-Pb Method:Predicting Garnet U Concentration,based on Major and Minor Elements)[J].地质学报(英文版),2022(06):2148-2157
A类:
Datable,skarns,datable,spreadsheet,HighUGarnet
B类:
Hunting,using,LA,ICP,Pb,Method,Predicting,Concentration,Major,Minor,Elements,occurs,wide,range,rock,types,from,mantle,peridotites,granites,eclogites,recent,years,Laser,Ablation,Inductively,Coupled,Plasma,Mass,Spectrometry,dating,has,provided,powerful,solution,retrieving,ages,formations,but,successful,often,prohibited,by,low,concentration,However,trace,unknown,prior,this,study,propose,that,can,predicted,contents,major,minor,elements,which,quantitatively,obtained,EPMA,electron,probe,microanalysis,Using,supervised,machine,learning,method,neural,network,model,trained,discriminate,rich,ppm,poor,garnets,results,Results,cross,validation,shows,average,accuracy,tool,detecting,To,facilitate,discriminator,programmed,stand,alone,Microsoft,Excel,users,directly,paste,molar,proportions,end,members,into,discrimination
AB值:
0.602635
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