Calibration transfer based on maximum margin criterion for qualitative analysis using Fourier transform infrared spectroscopy
Hu, Yong; Peng, Silong; Bi, Yiming; et al.; Yong Hu
发表期刊ANALYST
2012
卷号137期号:137页码:5913-5918
文章类型Article
摘要A traditional multivariate calibration transfer method such as piecewise direct standardization (PDS) is usually applied to quantitative analysis. To make the method apply to qualitative analysis of Fourier Transform Infrared spectroscopy (FTIR), we propose an improved calibration transfer method based on the maximum margin criterion (CTMMC). The new method not only considers the spectral changes under different conditions, but also takes into account the geometric characteristics of spectra from different classes, so the transformed spectra from different classes will be separated as far as possible, and this will improve the performance of the follow-up qualitative analysis. A comparative study is provided between the proposed method CTMMC and other traditional calibration transfer methods on two data sets. Experimental results show that the proposed method can achieve better performance than previous methods.
WOS标题词Science & Technology ; Physical Sciences
关键词[WOS]STANDARDIZATION ; SPECTRA ; INSTRUMENTS
收录类别SCI
语种英语
WOS研究方向Chemistry
WOS类目Chemistry, Analytical
WOS记录号WOS:000311962100034
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/2900
专题智能制造技术与系统研究中心_多维数据分析(彭思龙)-技术团队
通讯作者Yong Hu
推荐引用方式
GB/T 7714
Hu, Yong,Peng, Silong,Bi, Yiming,et al. Calibration transfer based on maximum margin criterion for qualitative analysis using Fourier transform infrared spectroscopy[J]. ANALYST,2012,137(137):5913-5918.
APA Hu, Yong,Peng, Silong,Bi, Yiming,et al.,&Yong Hu.(2012).Calibration transfer based on maximum margin criterion for qualitative analysis using Fourier transform infrared spectroscopy.ANALYST,137(137),5913-5918.
MLA Hu, Yong,et al."Calibration transfer based on maximum margin criterion for qualitative analysis using Fourier transform infrared spectroscopy".ANALYST 137.137(2012):5913-5918.
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