Effect of orthogonal signal correction on the determination of compounds with very similar near infrared spectra

被引:36
作者
Bertran, E [1 ]
Iturriaga, H [1 ]
Maspoch, S [1 ]
Montoliu, I [1 ]
机构
[1] Univ Autonoma Barcelona, Fac Ciencias, Dept Quim, Unitat Quim Analit, E-08193 Barcelona, Spain
关键词
data pre-treatment; fatty acids; near infrared spectroscopy; olive oil; orthogonal signal correction;
D O I
10.1016/S0003-2670(00)01328-3
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Orthogonal signal correction (OSC) is a spectral treatment that allows the portion of spectral information orthogonal to changes in analyte concentrations to be removed. In this work, the effect of using OSC on low-scatter near infrared (NIR) spectra was examined in order to determine analyte concentrations at different levels in samples containing additional components with very similar spectra. To this end, transmittance spectra for virgin olive oil were used to quantify oleic, linoleic and linolenic acids, which were found to account for 63-75, 8.9-13.4 and 0.2-0.9%, respectively, of total fatty acids. Partial least-squares regression (PLSR) was used for calibration and the results thus obtained were compared with those provided by the more usual NIR spectral pre-treatments. As shown in this work, OSC effectively removes information not correlated to the target parameter, which substantially decreases the number of PLS components required to construct calibration models. This, however, does not increase predictive ability because not all variability not correlated to the concentration of the target analyte is orthogonal to it. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:303 / 311
页数:9
相关论文
共 16 条
  • [1] STANDARD NORMAL VARIATE TRANSFORMATION AND DE-TRENDING OF NEAR-INFRARED DIFFUSE REFLECTANCE SPECTRA
    BARNES, RJ
    DHANOA, MS
    LISTER, SJ
    [J]. APPLIED SPECTROSCOPY, 1989, 43 (05) : 772 - 777
  • [2] On-line monitoring of starch enzymatic hydrolysis by near-infrared spectroscopy
    Blanco, M
    Coello, J
    Iturriaga, H
    Maspoch, S
    Banó, RG
    [J]. ANALYST, 2000, 125 (04) : 749 - 752
  • [3] BLANCO M, 1998, ANALYST R, V8, P135
  • [4] Dhanoa M., 1994, Journal of Near Infrared Spectroscopy, V2, P43, DOI [10.1255/jnirs.30, DOI 10.1255/JNIRS.30]
  • [5] On orthogonal signal correction
    Fearn, T
    [J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (01) : 47 - 52
  • [6] LINEARIZATION AND SCATTER-CORRECTION FOR NEAR-INFRARED REFLECTANCE SPECTRA OF MEAT
    GELADI, P
    MACDOUGALL, D
    MARTENS, H
    [J]. APPLIED SPECTROSCOPY, 1985, 39 (03) : 491 - 500
  • [7] THE EFFECT OF MULTIPLICATIVE SCATTER CORRECTION (MSC) AND LINEARITY IMPROVEMENT IN NIR SPECTROSCOPY
    ISAKSSON, T
    NAES, T
    [J]. APPLIED SPECTROSCOPY, 1988, 42 (07) : 1273 - 1284
  • [8] McClure W.F., 1993, NIR NEWS, V4, P12, DOI DOI 10.1255/NIRN.220
  • [9] McClure W.F., 1994, NIR NEWS, V5, P12
  • [10] MCCLURE WF, 1994, NIR NEWS, V5, P14