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AOTF-NIR光谱仪用于混合气体定量分析的探索
  • ISSN号:1000-0593
  • 期刊名称:《光谱学与光谱分析》
  • 时间:0
  • 分类:TE64[石油与天然气工程—油气加工工程] TH744.4[机械工程—光学工程;机械工程—仪器科学与技术;机械工程—精密仪器及机械]
  • 作者机构:[1]西安交通大学电气工程学院,陕西西安710049, [2]太原钢铁公司,山西太原030003, [3]美国Brimrose公司,美国巴尔的摩21152—9201
  • 相关基金:国家自然科学基金项目(60276037)资助
中文摘要:

探索了以声光可调滤波器(acousto-optic tunable filter,AOTF)为分光器件的新一代近红外(NIR)光谱仪用于气体检测的可行性,并提出一种多组分混合气体近红外光谱分析的新方法。将一个自制的气室与AOTF-NIR光谱仪配接,从而实现了当前仅限于固体和液体检测的AOTF-NIR光谱仪对气体的检测。实验首先获取并比较了甲烷在不同浓度下的近红外光谱。结果显示,当浓度大于0.1%时,甲烷的吸光度明显地随其浓度的增加而增加。随后参照仪器对甲烷的检测低限设计了甲烷、乙烷和丙烷三组分混合气体样本,并采集了它们的近红外光谱。三种组分气体的定量分析模型由核偏最小二乘(kernel partial least squares,KPLS)回归法建立,模型的预测能力采用检验集的预测均方根误差(root mean square error of prediction,RMSEP)评定。与偏最小二乘(PLS)回归分析效果的对比研究表明,KPLS回归较PLS回归在NIR光谱数据的分析上更具优越性。

英文摘要:

Due to its many advantages, such as miniaturization, high accuracy, high resolution, fast scanning speed, increased robustness and good stability, acousto-optic tunable filter (AOTF)-near infrared (NIR) spectrometer has been successfully applied in many fields. However, up to now, the commercial AOTF-NIR spectrometers can only be used for liquid and solid detection, but not for the detection of gaseous samples. In the present paper, the feasibility of quantitative analysis of gaseous mixtures by using AOTF-NIR spectrometer was investigated. A homemade gas cell was assembled to an AOTF-NIR spectrometer with probe for liquid detection to obtain NIR spectra of detected gas samples. The gas samples were composed of two groups: single-component CH4 and ternary component gaseous mixture of CH4, C2 H6, and C3 H8. The detection ability of fitted AOTFNIR spectrometer was tested firstly. Comparing the absorption spectra of various concentrations, the absorbance of CH4 in absorption bands obviously increased with concentration increasing when the concentration was over 0. 1%. According to the detec- tion results, the lower limit of detection (LLD) of the AOTF-NIR spectrometer with gas cell was estimated to be 898 μL . L^-1. Subsequently, the NIR spectra of ternary mixtures were collected. The kernel partial least squares (KPLS) regression was employed to create the quantitative analysis model of three components gases. To evaluate the analysis ability of KPLS model, the PLS model was also created. The prediction results of the identical testing set show that the root mean square error of prediction (RMSEP) of three components predicted by KPLS model was 1.08%, 0. 87%, and 0. 79%, respectively, less than the RMSEP by PLS model. The exploratory work indicates that accurate quantitative analysis of ternary component alkane gaseous mixtures can be achieved by fitted AOTF-NIR spectrometer despite of some limitations, and KPLS regression is an excellent approach to NIR spectra analysis.

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期刊信息
  • 《光谱学与光谱分析》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国光学学会
  • 主编:高松
  • 地址:北京海淀区魏公村学院南路76号
  • 邮编:100081
  • 邮箱:chngpxygpfx@vip.sina.com
  • 电话:010-62181070
  • 国际标准刊号:ISSN:1000-0593
  • 国内统一刊号:ISSN:11-2200/O4
  • 邮发代号:82-68
  • 获奖情况:
  • 1992年北京出版局编辑质量奖,1996年中国科协优秀科技期刊奖,1997-2000获中国科协择优支持基础性高科技学术期刊奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),荷兰文摘与引文数据库,美国工程索引,美国生物医学检索系统,美国科学引文索引(扩展库),英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),英国英国皇家化学学会文摘,中国北大核心期刊(2000版)
  • 被引量:40642