Temperature robust multivariate calibration: an overview of methods for dealing with temperature influences on near infrared spectra

被引:48
作者
Hageman, JA [1 ]
Westerhuis, JA [1 ]
Smilde, AK [1 ]
机构
[1] Univ Amsterdam, SILS, NL-1018 WV Amsterdam, Netherlands
关键词
temperature robust multivariate calibration; overview;
D O I
10.1255/jnirs.457
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Multivariate calibration is a powerful tool for establishing a relationship between spectral variables and properties of interest. Usually, changes in spectral variables are ascribed to changes in the chemical composition of the sample. However, spectral intensities that are measured at varying temperatures do not only change because of changes in sample composition but also respond to the change in temperature. In these cases, multivariate calibration can be (severely) hindered, resulting in a loss of prediction capabilities. This paper provides an overview of the characteristics and possibilities of (most) methods for temperature robust multivariate calibration. The methods are discussed by using two data sets.
引用
收藏
页码:53 / 62
页数:10
相关论文
共 34 条
[21]   Monitoring the temperature of dilute aqueous solutions using near-infrared water absorption [J].
Otal, EH ;
Inóñ, FA ;
Andrade, FJ .
APPLIED SPECTROSCOPY, 2003, 57 (06) :661-666
[22]  
Paul C, 2002, LANDBAUFORSCH VOLK, V52, P229
[23]   Temperature compensation for near infrared reflectance measurement of apple fruit soluble solids contents [J].
Peirs, A ;
Scheerlinck, N ;
Nicolaï, BM .
POSTHARVEST BIOLOGY AND TECHNOLOGY, 2003, 30 (03) :233-248
[24]   Temperature, sample and time dependent structural characteristics of gelatine gels studied by near infrared spectroscopy [J].
Segtnan, VH ;
Isaksson, T .
FOOD HYDROCOLLOIDS, 2004, 18 (01) :1-11
[25]   An evaluation of orthogonal signal correction applied to calibration transfer of near infrared spectra [J].
Sjöblom, J ;
Svensson, O ;
Josefson, M ;
Kullberg, H ;
Wold, S .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1998, 44 (1-2) :229-244
[26]   Development of robust calibration models in near infra-red spectrometric applications [J].
Swierenga, H ;
Wülfert, F ;
de Noord, OE ;
de Weijer, AP ;
Smilde, AK ;
Buydens, LMC .
ANALYTICA CHIMICA ACTA, 2000, 411 (1-2) :121-135
[27]   Multivariate calibration with least-squares support vector machines [J].
Thissen, U ;
Üstün, B ;
Melssen, WJ ;
Buydens, LMC .
ANALYTICAL CHEMISTRY, 2004, 76 (11) :3099-3105
[28]   NIR measurement of moisture content in wood under unstable temperature conditions. Part 2. Handling temperature fluctuations [J].
Thygesen, LG ;
Lundqvist, SO .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2000, 8 (03) :191-199
[29]   NIR measurement of moisture content in wood under unstable temperature conditions. Part 1. Thermal effects in near infrared spectra of wood [J].
Thygesen, LG ;
Lundqvist, SO .
JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2000, 8 (03) :183-189
[30]   Direct orthogonal signal correction [J].
Westerhuis, JA ;
de Jong, S ;
Smilde, AK .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 56 (01) :13-25