near infrared;
powder;
mixture;
homogeneity;
calibration;
non-linear;
D O I:
10.1016/S0003-2670(00)00975-2
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
A simplified methodology for development of calibrations for binary powder mixtures using near infrared (NIR) spectroscopy is presented. It is demonstrated that multivariate calibration can be performed using only a small calibration dataset of two to five samples. The intrinsic heterogeneity of the powder mixtures at the sample size effectively measured using standard fibre-optic probes prevents the assignment of a true reference content value to each obtained spectrum. Instead, the nominal mixture content of the sample is used as reference value. To obtain a spectrum more representative of each sample, a mean spectrum is computed from several spectra collected from different sample sub-fractions. Two principally different powder mixtures were used in this study: one composed of two fine powders (d<300 mu m) and the other mixture composed of one fine (d(50)=170 mu m) and one coarse (d(50)=590 mu m) powder. In the case of mixing fine powders, the calibration model is obtained by PLS regression using two PLS components after spectral data pre-treatment with multiplicative signal correction (MSC). Furthermore, it is demonstrated that the powder content variation determined by NIR is wavelength dependent due to the dependence of effective sample size on radiation wavelength. In the case of mixing one fine and one coarse powder, the large difference in particle size between the two powder components cause a non-linear X-Y relationship, which can be handled by means of spectral averaging and a non-linear (QPLS) regression. In both cases, the first PLS loading vector was interpreted as describing the difference between the spectra of the two pure components. The presented methodology should be useful for applications of NIR spectroscopy in processes involving powder mixtures. (C) 2000 Elsevier Science B.V. All rights reserved.
机构:
Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, SwedenRoyal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Berntsson, O
Burger, T
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Burger, T
Folestad, S
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Folestad, S
Danielsson, LG
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Danielsson, LG
Kuhn, J
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Kuhn, J
Fricke, J
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
机构:
Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, SwedenRoyal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden
Berntsson, O
Danielsson, LG
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden
Danielsson, LG
Folestad, S
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden
机构:
Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, SwedenRoyal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Berntsson, O
Burger, T
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Burger, T
Folestad, S
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Folestad, S
Danielsson, LG
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Danielsson, LG
Kuhn, J
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
Kuhn, J
Fricke, J
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Div Analyt Chem, Dept Chem, SE-10044 Stockholm, Sweden
机构:
Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, SwedenRoyal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden
Berntsson, O
Danielsson, LG
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden
Danielsson, LG
Folestad, S
论文数: 0引用数: 0
h-index: 0
机构:Royal Inst Technol, Dept Chem, Div Analyt Chem, SE-10044 Stockholm, Sweden