Physics-based multiplicative scatter correction approaches for improving the performance of calibration models

被引:47
作者
Thennadil, SN
Martens, H
Kohler, A
机构
[1] Univ Newcastle Upon Tyne, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] IKBM Norwegian U Life Sci, Norwegian Food Res Inst, CIGENE Ctr Integrat Genet, N-1432 As, Norway
[3] Matforsk Norwegian Food Res Inst, N-1430 As, Norway
基金
英国工程与自然科学研究理事会;
关键词
extended multiplicative scatter correction; EMSC; multiplicative scatter correction; MSC; preprocessing; near-infrared spectroscopy; NIR spectroscopy; light scattering;
D O I
10.1366/000370206776342535
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Light scattering effects pose a major problem in the estimation of chemical properties of particulate systems such as blood, tissue, and pharmaceutical solids. Recently, Martens et al. proposed ail extended multiplicative signal correction (EMSC) approach where light-scattering effects were taken into account in an empirical manner. It is possible to include causal, first-principles mathematical models based on the physics of light scattering into the EMSC framework. This could lead to significant improvements in the separation of absorption and scattering effects. A preconditioning step prior to application of EMSC, whereby a transformation based on the physics of light scattering is used to convert the spectra into a form where the absorption and scattering effects are separable (an underlying assumption of EMSC), is proposed. Results indicate that the transformation followed by EMSC gives better calibration models than the direct application of EMSC to the absorbance spectra.
引用
收藏
页码:315 / 321
页数:7
相关论文
共 9 条
[1]  
[Anonymous], 1997, WAVE PROPAGATION SCA
[2]   STANDARD NORMAL VARIATE TRANSFORMATION AND DE-TRENDING OF NEAR-INFRARED DIFFUSE REFLECTANCE SPECTRA [J].
BARNES, RJ ;
DHANOA, MS ;
LISTER, SJ .
APPLIED SPECTROSCOPY, 1989, 43 (05) :772-777
[3]   Orthogonal signal correction in near infrared calibration [J].
Blanco, M ;
Coello, J ;
Montoliu, I ;
Romero, MA .
ANALYTICA CHIMICA ACTA, 2001, 434 (01) :125-132
[4]   LINEARIZATION AND SCATTER-CORRECTION FOR NEAR-INFRARED REFLECTANCE SPECTRA OF MEAT [J].
GELADI, P ;
MACDOUGALL, D ;
MARTENS, H .
APPLIED SPECTROSCOPY, 1985, 39 (03) :491-500
[5]   PIECE-WISE MULTIPLICATIVE SCATTER CORRECTION APPLIED TO NEAR-INFRARED DIFFUSE TRANSMITTANCE DATA FROM MEAT-PRODUCTS [J].
ISAKSSON, T ;
KOWALSKI, B .
APPLIED SPECTROSCOPY, 1993, 47 (06) :702-709
[6]  
JACQUES SL, 1995, BIOMEDICAL OPTICAL I
[7]   Light scattering and light absorbance separated by extended multiplicative signal correction. Application to near-infrared transmission analysis of powder mixtures [J].
Martens, H ;
Nielsen, JP ;
Engelsen, SB .
ANALYTICAL CHEMISTRY, 2003, 75 (03) :394-404
[8]   Empirical preprocessing methods and their impact on NIR calibrations: a simulation study [J].
Thennadil, SN ;
Martin, EB .
JOURNAL OF CHEMOMETRICS, 2005, 19 (02) :77-89
[9]   Optical properties of human skin in the near infrared wavelength range of 1000 to 2200 nm [J].
Troy, TL ;
Thennadil, SN .
JOURNAL OF BIOMEDICAL OPTICS, 2001, 6 (02) :167-176