典型文献
Support vector regression-based study of interference in absorption spectral lines of mixed gases
文献摘要:
When measuring the concentration of multi-component gas mixtures based on supercontinuum laser absorption spec-troscopy(SCLAS),there are interferences between the absorption spectral lines.For the spectral interference problem of CO2 and CH4 at 1 432 nm,a method based on support vector regression(SVR)is proposed in this paper.The SVR model,the k-nearest neighbor(KNN)model and the least squares(LS)model are used to analyze and predict the ab-sorption spectral data,and the prediction accuracies were 96.29%,88.89%and 85.19%,respectively,with the highest prediction accuracy of the SVR model.The results show that the method can accurately measure the concentration of gas mixtures,realize the detection of mixed gases using a single waveband,and provide a solution to the overlapping spectral line interference of multi-component gas mixtures.
文献关键词:
中图分类号:
作者姓名:
YAN Xiangyu;LI Honglian;WANG Yitong;FANG Lide;ZHANG Rongxiang
作者机构:
School of Quality and Technical Supervision,Hebei University,Baoding 071002,China;National&Local Joint Engineering Research Center of Metrology Instrument and System,Baoding 071002,China;Hebei Key Laboratory of Energy Metering and Safety Testing Technology,Hebei University,Baoding 071002,China;College of Physics Science and Technology,Hebei University,Baoding 071002,China
文献出处:
引用格式:
[1]YAN Xiangyu;LI Honglian;WANG Yitong;FANG Lide;ZHANG Rongxiang-.Support vector regression-based study of interference in absorption spectral lines of mixed gases)[J].光电子快报(英文版),2022(12):743-748
A类:
SCLAS
B类:
Support,vector,regression,study,absorption,spectral,lines,mixed,gases,When,measuring,concentration,multi,component,mixtures,supercontinuum,laser,troscopy,there,interferences,between,For,problem,CH4,method,support,SVR,proposed,this,paper,model,nearest,neighbor,KNN,least,squares,LS,used,analyze,data,prediction,accuracies,were,respectively,highest,accuracy,results,show,that,can,accurately,measure,realize,detection,using,single,waveband,provide,solution,overlapping
AB值:
0.505842
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