Abstract
This chapter is concerned with the introduction to spectral analysis in the NIR spectroscopy. It consists of two major parts, conventional spectral analysis and spectra pretreatments. In the former, various conventional spectral analysis methods such as group frequency analysis, derivative spectra, difference spectra, spectral analysis based on perturbation, comparison of a NIR spectrum with the corresponding IR spectrum, and isotope exchange experiments are explained. In the latter part smoothing, derivative methods, multiplicative scatter correction (MSC), standard normal variate (SNV), centering methods, and normalization are described.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
H. W. Siesler, Y. Ozaki, S. Kawata, H. M. Heise, Eds., Near-Infrared Spectroscopy, Principles, Instruments, Applications (Wiley-VCH, 2002)
Y. Ozaki, W. F. McClure, A. A. Christy, eds., Near-Infrared Spectroscopy in Food Science and Technology (Wiley-Interscience, 2007)
H. Martens, M. Martens, Multivariate Analysis of Quality; An Introduction (John Wiley and Sons, 2001)
D. A. Burns, E. W. Ciurczak eds., Handbook of Near-Infrared Analysis, 3rd edn. (Practical Spectroscopy) (CRC Press, 2007)
Y. Ozaki, C. W. Huck, K. B. Beć, Near-IR spectroscopy and its applications, in Molecular and Laser Spectroscopy: Advances and Applications, edited by V. P. Gupta (Elsevier, 2017), p. 11
J. Workman, Jr., L. Weyer, Practical Guide and Spectral Atlas for Interpretive Near-Infrared Spectroscopy, 2nd edn. (CRC Press, 2012)
M.A. Czarnecki, Y. Morisawa, Y. Futami, Y. Ozaki, Advances in molecular structure and interaction studies using near-infrared spectroscopy. Chem. Rev. 115, 9707–9744 (2015)
K.B. Beć, J. Grabska, C. W. Huck, Y. Ozaki, Quantum mechanical simulation of near-infrared spectra: Applications in physical and analytical chemistry, in Molecular Spectroscopy; A Quantum Chemistry Approach, edited by Y. Ozaki, M. J. Wojcik, J. Popp, Wiley-VCH, vol. 1, pp. 353–388 (2019)
P.J. Gemperline, J.R. Long, V.G. Gregoriou, Nonlinear multivariate calibration using principal components regression and artificial neural networks. Anal. Chem. 63, 2313–2323 (1991)
Y. Katsumoto, D. Adachi, H. Sato, Y. Ozaki, Useless of a curve fitting method in the analysis of overlapping overtones and combinations of CH stretching modes. J. NIR Spectrosc. 10, 85–91 (2002)
H. Maeda, Y. Ozaki, M. Tanaka, N. Hayashi, T. Kojima, Near infrared spectroscopy and chemometrics studies of temperature-dependent spectral variations of water: relationship between spectral changes and hydrogen bonds. J. NIR Spectrosc. 3, 191–201 (1995)
J. Grabska, K.B. Beć, M. Ishigaki, C.W. Huck, Y. Ozaki, NIR spectra simulations by anharmonic DFT-saturated and unsaturated long-chain fatty acids. J. Phys. Chem. B 122, 6931–6944 (2018)
M.A. Czarnecki, Y. Liu, Y. Ozaki, M. Suzuki, M. Iwahashi, Potential of Fourier transform near-infrared spectroscopy in studies of the dissociation of Fatty acids in the liquid phase. Appl. Spectrosc. 47, 2162–2168 (1993)
Y. Hu, J. Zhang, H. Sato, Y. Futami, I. Noda, Y. Ozaki, C-H…O=C hydrogen bonding and isothermal crystallization kinetics of poly(3-hydroxybutyrate) investigated by near-infrared spectroscopy. Macromol. 39, 3841–3847 (2006)
L. Bokobza: Origin of near-infrared absorption bands, in Ref. [1], p. 11–42
Y. Sugawara, A.Y. Hirakawa, M. Tsuboi, In-plane force constants of the peptide group: Least-squares adjustment starting from ab initio values of N-methylacetamide. J. Mol. Spectrosc. 108, 206–214 (1984)
P. Geladi, D. MacDougall, H. Martens, Linearization and scatter-correction for near-infrared reflectance spectra of meat. Appl. Spectrosc. 39, 491–500 (1985)
A. Savitzky, M.J.E. Golay, Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 36, 1627–1639 (1964)
F.T. Chau, T.M. Shih, J.B. Gao, C.K. Chan, Application of the fast wavelet transform method to compress ultraviolet-visible spectra. Appl. Spectrosc. 50, 339–348 (1996)
C.L. Stok, D.L. Veltkamp, B.R. Kowalski, Detecting and identifying spectral anomalies using wavelet processing. Appl. Spectrosc. 52, 1348–1352 (1998)
M. Shimoyama, T. Ninomiya, K. Sano, Y. Ozaki, H. Higashiyama, M. Watari, M. Tomo, Near infrared spectroscopy and chemometrics analysis of linear low-density polyethylene. J. NIR Spectrosc. 6, 317–324 (1998)
R. Barnes, M. Dhanoa, S.J. Lester, Standard normal variate transformation and de-trending of near-infrared diffuse reflectance spectra. Appl. Spectrosc. 43, 772–777 (1989)
Y. Ozaki, Y. Liu, I. Noda, Two-dimensional near-infrared correlation spectroscopy study of premelting behavior of nylon 12. Macromol. 30, 2391–2399 (1997)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Singapore Pte Ltd.
About this chapter
Cite this chapter
Ozaki, Y., Morita, S., Morisawa, Y. (2021). Spectral Analysis in the NIR Spectroscopy. In: Ozaki, Y., Huck, C., Tsuchikawa, S., Engelsen, S.B. (eds) Near-Infrared Spectroscopy. Springer, Singapore. https://doi.org/10.1007/978-981-15-8648-4_4
Download citation
DOI: https://doi.org/10.1007/978-981-15-8648-4_4
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-15-8647-7
Online ISBN: 978-981-15-8648-4
eBook Packages: Chemistry and Materials ScienceChemistry and Material Science (R0)