Linearization and Scatter-Correction for Near-Infrared Reflectance Spectra of Meat

Applied Spectroscopy - Tập 39 Số 3 - Trang 491-500 - 1985
Paul Geladi1, Douglas B. MacDougall1, Harald Martens1
1Umeå University, Umeå, Sweden (P.G.); Meat Research Institute, Bristol, UK (D.M.); Norwegian Food Research Institute, Ås, Norway (H.M.)

Tóm tắt

This paper is concerned with the quantitative analysis of multicomponent mixtures by diffuse reflectance spectroscopy. Near-infrared reflectance (NIRR) measurements are related to chemical composition but in a nonlinear way, and light scatter distorts the data. Various response linearizations of reflectance (R) are compared ( R with Saunderson correction for internal reflectance, log 1/ R, and Kubelka-Munk transformations and its inverse). A multi-wavelength concept for optical correction (Multiplicative Scatter Correction, MSC) is proposed for separating the chemical light absorption from the physical light scatter. Partial Least Squares (PLS) regression is used as the multivariate linear calibration method for predicting fat in meat from linearized and scatter-corrected NIRR data over a broad concentration range. All the response linearization methods improved fat prediction when used with the MSC; corrected log 1/ R and inverse Kubelka-Munk transformations yielded the best results. The MSC provided simpler calibration models with good correspondence to the expected physical model of meat. The scatter coefficients obtained from the MSC correlated with fat content, indicating that fat affects the NIRR of meat with an additive absorption component and a multiplicative scatter component.

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Tài liệu tham khảo

Kruggel W. C., 1981, J. Assoc. Off. Anal. Chem., 64, 692

Martens H., Bakker E. A., and Hildrum K. I., in Proceedings of 27th European Meeting of Meat Research Workers, Wien, Austria, Prändl O., Ed. (1981), pp. 561–564.

10.1111/j.1365-2621.1983.tb10769.x

Martens H., Jensen S. Ä., and Geladi P., Proceedings, Nordic Symposium on Applied Statistics, Stavanger, June 1983 (Stokkand Forlag Publishers, Skagenkaien 12, Stavanger, Norway, 1983, ISBN 82-90496-02-8), pp. 205–234.

Norris K. H., 1977, Proceedings, 1st Int. Symp. Feed Composition, Animal Nutrient Requirements and Computerization of Diets

Norris K. H., in Food Research and Data Analysis, Martens H. and Russwurm H.Jr., Eds. (Applied Science, London, 1983), pp. 95–114.

Hildrum K. I., Valland M., and Martens H., in Food Research and Data Analysis, Martens H. and Russwurm H.Jr., Eds. (Applied Science, London, 1983), p. 416.

10.1007/BFb0062108

Martens H. and Jensen S., in Proceedings of the 7th World Cereal and Bread Congress, Prague, June 1982, Holas F. and Kratochvil F., Eds. (Elsevier, Amsterdam, 1983), pp. 607–647.

Martens H., Vangen O., and Sandberg E., in Proceedings, Nordic Symposium on Applied Statistics (Stokkand Forlag, Skagenkaien 12, Stavanger, Norway, 1983, ISBN 82-90496-02-8), pp. 235–268.

Kubelka P., 1931, Z. Tech. Phys., 12, 593

Judd D. and Wyszecki G., Color in Business, Science and Industry (John Wiley, New York, 1975), 3rd ed., pp. 420–438.

10.1364/JOSA.32.000727

Allen E., in AIC Color 77, Billmeyer F. W. and Wyszecki G., Eds. (Adam Hilger, Bristol, 1977), pp. 153–179.

Martens H., Near Infrared Reflectance Spectroscopy