Comparison of Calibrations Modeling for Determination of Protein of Mushroom Base on Middle Infrared Spectroscopy

Abstract:

Middle infrared spectroscopy combined with chemometrics was investigated for the fast determination of protein of mushroom. 140 samples (35 for each variety) were selected randomly for the calibration set, whereas, 40 samples for the validation set. After some spectrum preprocessing, linear modeling method (PLS) and nonlinear modeling LS-SVM were constructed. Different latent variables were used as inputs of LS-SVM. The optimal models were obtained with 8 LVs based on LS-SVM. The correlation coefficient,,root mean square error of prediction for the best prediction by LV-LS-SVM were 0.9275, 0.25961. The result indicated that middle infrared spectroscopy combined with LV-LS-SVM could be applied as a high precision and fast way for determination protein of mushroom.

• Periodical: Key Engineering Materials (Volumes 460-461)
• Pages: 357-362
• DOI: https://doi.org/10.4028/www.scientific.net/KEM.460-461.357
• Online since: January 2011
• Authors: Peng Cheng Nie, Yan Yang, Yong He
• Keywords: Middle Infrared Spectroscopy, Mushroom, PLS-SVM, Protein

References

[1] T. Ikekawa, N. Uehara, Y. Maeda, M. Nakanishi and F. Fukuoka: Cancer Res, Vol. 29 (1969), p.734.

[2] L. Yu, D.G. Fernig, J.A. Smith, J.D. Milton and J.M. Rhodes: Cancer Res, Vol. 53 (1993), p.4627.

[3] B. Toth, K. Patil, H. Pyysalo, C. Stessman and P. Gannett: Cancer Res, Vol. 52 (1992), p.2279.

[4] V. A. McGlone, R. B. Jordan, R. Seelye and P. J. Martinsen: Postharvest Biology and Technology, Vol. 26 (2002), p.191.

[5] V. A. McGlone, D. G. Fraser, R. B. Jordan and R. Kunnemeyer: Journal of Near Infrared Spectroscopy, Vol. 11 (2003), p.323.

[6] R. Lu: Transactions of the ASAE, Vol. 44 (2001), p.1265.

[7] G. A. Konstantinos and M. G . Athanasia: Journal of Food Engineering, Vol. 63 (2004), p.199.

[8] B. Wu, T. Abbott, D. Fishman, W. McCurray, G. Mor, K. Stone, D. Ward, K. Williams, H. Zhao: Bioinformatics, Vol. 19 (2003), p.1636.

[9] M. Vannucci, N.J. Sha, J. P. Brown: Chemometrics and Intelligent Laboratory System, Vol. 77 (2005), p.139.

[10] A.G. Pereira, A.H. Gomez, Y. He: Transactions of the CSAE, Vol. 19 (2003), p.7.

[11] H.Q. Yang, Y. He, Y.M. Chen, P. Lin and D. Wu: Spectroscopy and Specral Analysis, Vol. 6 (2008), p.1232.

[12] H.Q. Yang, J.Y. Wu, X.J. Chen and Y. He, in: A New Study on Variety Discrimination of Fragrant Mushrooms Using Genetic Algorithm, 7th World congress on intelligent control and automation, Vol. 23 (2008), p.8706.

DOI: 10.1109/wcica.2008.4594300

[13] Y.L. Yan, L.L. Zhao, D.H. Han and S.M. Yang: The Foundation and Application of Near Infrared Spectroscopy Analysis(China Light Industry Press, Beijing 2005).

[14] D. Wu, Y. He, S.J. Feng and Y.D. BAO: Journal of Infrared and Millimeter Waves, Vol. 27 (2008), p.180.

[15] D. Wu, F . Cao, S.J. Feng and Y. He: Spectroscopy and Spectral Analysis, Vol. 5 (2008), p.1071.

[16] L.J. Janik, S.T. Forrester and A. Rawson: chemometrics and intelligent laboratory systems, Vol. 2 (1997), p.179.

[17] A. Savitzky, M.J.E. Golay: Anal. Chem, Vol. 36 (1965), p.1627.

[18] P.A.G. Gorry: Anal. Chem, Vol. 62 (1992), p.570.

[19] I.S. Helland, T. Nas and T. Isaksson: Chemom. Intell. Lab. Syst, Vol. 29 (1995), p.233.

[20] R. Barnes, M. Dhanoa and J. Lister: Appl. Spectrosc, Vol. 43 (1998), p.772.

[21] A. Barth, in: Infrared spectroscopy of proteins, Biochimica et Biophysica Acta, Vol. 67 (2007), p.1073.

[22] F. Chauchard, R. Cogdill, S. Roussel, J.M. Roger and V. Bellon-Maurel: Chemom. Intell. Lab. Syst, Vol. 71 (2004), p.141.