Detection of heterogeneous wheat samples using near infrared spectroscopy

被引:16
作者
Lafargue, ME
Feinberg, M
Daudin, JJ
Rutledge, DN
机构
[1] Bur Interprof Etud Analyt, F-92230 Gennevilliers, France
[2] Inst Natl Agron Paris Grignon, INAPG INRA, UMR Ingn Analyt Qual Aliments, F-75005 Paris, France
[3] Inst Natl Agron Paris Grignon, INAPG INRA, UMR Biometrie, F-75005 Paris, France
关键词
homogeneity; near infrared spectroscopy; outlier detection; Grubbs' test; standard deviation spectra; difference spectra; distances;
D O I
10.1255/jnirs.359
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
An homogeneity check using Near Infrared (NIR) Spectroscopy has been developed for agricultural and agro-food samples prepared for Proficiency Testing Schemes (PTS) at Bipea. To evaluate the homogeneity among samples, the procedure involves a comparison of NIR spectra, the determination of global homogeneity criteria and the use of control charts. To study the performance of the method, "heterogeneous" wheat samples were artificially prepared and several methods tested to detect them. Wheat samples were analysed by diffuse reflection in the 10,500 to 3800 cm(-1) spectral range (or 952 to 2631 nm). To detect the "heterogeneous" samples among the "homogeneous" samples, a classical outlier detection (Grubbs' test) applied to quantitative results obtained with NIR calibrations (protein and moisture contents) was first performed. A second, qualitative, approach was also used, based on the processing of the spectra with: the calculations of "standard deviation spectra" and the "difference" spectra; the application of the Grubbs' test directly on spectra; and the computations of Euclidian distances. The results confirm that the NIR technique is well adapted and outstanding for checking homogeneity among samples prepared for PTS and that the processing of the whole spectra is more efficient than simply the processing of the protein and moisture contents (obtained from NIR calibrations). "Heterogeneous" wheat samples only slightly different in their protein and moisture contents compared to "Homogeneous" wheat samples could be detected (deviation among samples down to 0.03 % of protein content and 0.08 % of moisture content).
引用
收藏
页码:109 / 121
页数:13
相关论文
共 17 条
[1]  
[Anonymous], 1994, ISO 5725-2 Accuracy (trueness and precision) of measurement methods and results - Part 2: Basic method for the determination of repeatability and reproducibility of a standard measurement method
[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]   Quantitative determination of content in binary powder mixtures using diffuse reflectance near infrared spectrometry and multivariate analysis [J].
Berntsson, O ;
Danielsson, LG ;
Johansson, MO ;
Folestad, S .
ANALYTICA CHIMICA ACTA, 2000, 419 (01) :45-54
[4]   IDENTIFICATION OF SOME WHEAT-VARIETIES BY NEAR-INFRARED REFLECTANCE SPECTROSCOPY [J].
BERTRAND, D ;
ROBERT, P ;
LOISEL, W .
JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 1985, 36 (11) :1120-1124
[5]  
BERTRAND D, 1985, IND CEREALES, V33
[6]  
DEVAUX MF, 1986, CEREAL CHEM, V63, P151
[7]   APPLICATION OF MULTIDIMENSIONAL ANALYSES TO THE EXTRACTION OF DISCRIMINANT SPECTRAL PATTERNS FROM NIR SPECTRA [J].
DEVAUX, MF ;
BERTRAND, D ;
ROBERT, P ;
QANNARI, M .
APPLIED SPECTROSCOPY, 1988, 42 (06) :1015-1019
[8]   Use of difference near infrared reflectance spectra to extract relevant information from the spectra of agro-food products [J].
Garrido-Varo, A ;
Carrete, R ;
Fernández-Cabanás, V .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, VOL 6 1998, 1998, :89-95
[9]   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
[10]   EXTENSION OF SAMPLE SIZES AND PERCENTAGE POINTS FOR SIGNIFICANCE TESTS OF OUTLYING OBSERVATIONS [J].
GRUBBS, FE ;
BECK, G .
TECHNOMETRICS, 1972, 14 (04) :847-&