Near-infrared spectra of Penicillium camemberti strains separated by extended multiplicative signal correction improved prediction of physical and chemical variations

被引:22
作者
Decker, M [1 ]
Nielsen, PV [1 ]
Martens, H [1 ]
机构
[1] Tech Univ Denmark, BioCentrum, Ctr Microbial Biotechnol, DK-2800 Lyngby, Denmark
关键词
near infrared; NIR; diffuse reflectance; preprocessing; light scattering; water structure; temperature; extended multiplicative signal correction; EMSC; temperature-calibrated EMSC; P; camemberti;
D O I
10.1366/0003702052940486
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 [仪器科学与技术]; 080401 [精密仪器及机械]; 081102 [检测技术与自动化装置];
摘要
Different methods for spectral preprocessing were compared in relation to the ability to distinguish between fungal isolates and growth stages for Penicillium camemberti grown on cheese substrate. The best classification results were obtained by temperature- and wavelength-extended multivariate signal correction (TWEMSC) preprocessing, whereby three patterns of variation in near-infrared (NIR) log(1/R) spectra of fungal colonies could be separated mathematically: (1) physical light scattering and its wavelength dependency, (2) differences in light absorption of water due to varying sample temperature, etc., and (3) differences in light absorption between different fungal isolates. With this preprocessing, discriminant partial least squares (PLS) regression yielded 100% correct classification of three isolates, both within the cross-validated calibration set and in two independent test sets of samples.
引用
收藏
页码:56 / 68
页数:13
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