典型文献
Quantitative Analysis of Methanol in Methanol Gasoline by Calibration Transfer Strategy Based on Kernel Domain Adaptive Partial Least Squares(kda-PLS)
文献摘要:
The application of near-infrared(NIR)spectroscopy combined with multivariate calibration methods can achieve the rapid analysis of methanol gasoline.However,instrumental or environmental differences found for spectra make it impossible to continuously apply the previously developed calibration model.Therefore,the calibration transfer technique would be required to solve the time-consuming and laborious problem of reestablishing a new model.In this work,a calibration transfer method named kernel domain adaptive partial least squares(kda-PLS)was applied to the calibration transfer from the primary instrument to the secondary ones.Firstly,wavelet transform(WT)and variable importance in projection(VIP)were employed to enhance the predictive performance of the kda-PLS transfer model.Then,the results found for the calibration transfer by piecewise direct standardization(PDS)and domain adaptive partial least squares(da-PLS)were compared to verify the calibration transfer(CT)effect of kda-PLS.The results point that the kda-PLS method can transfer the PLS model developed on the primary instrument to the secondary ones,and achieve results comparable to the those of reestablishing a new PLS model on the secondary instrument,with RP2=0.9979(RP2:coefficients of determination of the prediction set),RMSEP=0.0040(RMSEp:root mean square error of the prediction set),and MREp=3.03%(MREp:mean relative error of the prediction set).Therefore,kda-PLS will provide a new method for quantitative analysis of methanol content in methanol gasoline.
文献关键词:
中图分类号:
作者姓名:
XU Yanyan;LI Maogang;FENG Ting;JIAO Long;WU Fengtian;ZHANG Tianlong;TANG Hongsheng;LI Hua
作者机构:
Key Laboratory of Synthetic and Natural Functional Molecule of the Ministry of Education,College of Chemistry&Materials Science,Northwest Univer-sity,Xi'an 710127,P.R.China;College of Chemistry and Chemical Engineering,Xi'an Shiyou University,Xi'an 710065,P.R.China
文献出处:
引用格式:
[1]XU Yanyan;LI Maogang;FENG Ting;JIAO Long;WU Fengtian;ZHANG Tianlong;TANG Hongsheng;LI Hua-.Quantitative Analysis of Methanol in Methanol Gasoline by Calibration Transfer Strategy Based on Kernel Domain Adaptive Partial Least Squares(kda-PLS))[J].高等学校化学研究(英文版),2022(04):1057-1064
A类:
reestablishing,MREp
B类:
Quantitative,Analysis,Methanol,Gasoline,by,Calibration,Transfer,Strategy,Based,Kernel,Domain,Adaptive,Partial,Least,Squares,kda,PLS,application,near,infrared,NIR,spectroscopy,combined,multivariate,calibration,methods,can,achieve,rapid,analysis,methanol,gasoline,However,instrumental,environmental,differences,found,spectra,make,impossible,continuously,apply,previously,developed,model,Therefore,transfer,technique,would,be,required,solve,consuming,laborious,problem,new,In,this,work,named,kernel,domain,adaptive,partial,least,squares,was,applied,from,primary,secondary,ones,Firstly,wavelet,transform,WT,variable,importance,projection,VIP,were,employed,enhance,predictive,performance,Then,results,piecewise,direct,standardization,PDS,compared,verify,effect,point,that,comparable,those,RP2,coefficients,determination,prediction,set,RMSEP,RMSEp,root,mean,error,relative,will,provide,quantitative,content
AB值:
0.511437
相似文献
机标中图分类号,由域田数据科技根据网络公开资料自动分析生成,仅供学习研究参考。