• Journal of Innovative Optical Health Sciences
  • Vol. 10, Issue 2, 1650047 (2017)
Puttinun Jarruwat* and Prasan Choomjaihan
Author Affiliations
  • Department of Agricultural Engineering, Faculty of Engineering, King Mongkut's Institute of Technology Ladkrabang, Ladkrabang, Bangkok, Thailand, 10520
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    DOI: 10.1142/s1793545816500474 Cite this Article
    Puttinun Jarruwat, Prasan Choomjaihan. Applying singular value decomposition technique for quantifying the insects in commercial Thai Hommali Rice from NIR Spectrum[J]. Journal of Innovative Optical Health Sciences, 2017, 10(2): 1650047 Copy Citation Text show less
    References

    [1] Office of Agricultural Economics, Thailand foreign agricultural trade statistics 2015, http://www.oae.go.th/oae_report/exportimport/export_result.php (2015).

    [2] Food and Agriculture Organization of the United Nations, Insect pests of stored products, http://www.fao.org/docrep/x5036e/x5036e0y.htm (2015).

    [3] N. D. G. White, Insects, mites, and insecticides in stored grain ecosystems, Stored-Grain Ecosystems, D. S. JayasN. D. G. WhiteW. E. Muir, Eds., pp. 123–168, Marcel Dekker Inc., New York (1995).

    [4] CODEX International Food Standard, CODEX STAN 198-1995 “Standards for Rice”, http://codexalimentarius.org (2013).

    [5] Ministry of commerce of Thailand, National imports-exports product standard: Standard for Thai Hom Mali Rice, http://www.moc.go.th (2013).

    [6] W. A. Bruce, M. W. Street Jr., “Infrared CO2 detection of hidden insects, ” J. Georgia Entomol. Soc. 9, 260 (1974).

    [7] W. M. Lamkin, N. C. Unruh, Y. Pomeranz, “Use of fluorometry for the determination of uric acid in grain elimination of interfering fluorescence, ” J. Cereal Chem. 68 (1), 81–86 (1991).

    [8] C. Karunakaran, D. S. Jayas, N. D. G. White, “Detection of internal wheat seed infestation by Rhyzopertha dominica using X-ray imaging, ” J. Stored Prod. Res. 40 (5), 507–516 (2004).

    [9] T. C. Pearson, A. E. Cetin, A. H. Tewfik, R. P. Haff, “Feasibility of impact-acroustic emission for detection of damaged wheat kernels, ” J. Digit. Signal Process. 17, 617–633 (2007).

    [10] H. Zhang, J. Wang, “Detection of age and insect damage incurred by wheat, with an electronic nose, ” J. Stored Prod. Res. 43 (4), 489–495 (2007).

    [11] S. S. Kim, M. R. Phyu, M. J. Kim, S. H. Lee, “Authentication of rice using near infrared reflectance spectroscopy, ” J. Cereal Chem. 80 (3), 346–349 (2003).

    [12] P. Cheewapramong, “Use of Near-Infrared Spectroscopy for Qualitative and Quantitative Analyses of Grains and Cereal Products,” Dissertations & Theses in Food Science and Technology, Food Science and Technology Department, University of Nebraska (2007).

    [13] F. E. Dowell, J. E. Throne, J. E. Baker, “Automated nondestructive detection of internal insect infestation of wheat kernels using near-infrared reflectance spectroscopy, ” J. Econ. Entomol. 91, 899–904 (1998).

    [14] F. E. Dowell, J. E. Throne, D. Wang, J. E. Baker, “Identifying stored-grain insects using near-infrared spectroscopy, ” J. Econ. Entomol. 92, 165–169 (1999).

    [15] J. E. Baker, F. E. Dowell, J. E. Throne, “Detection of parasitized rice weevils in wheat kernels with near-infrared spectroscopy, ” J. Biol. Control. 16, 88–90 (1999).

    [16] E. B. Maghirang, F. E. Dowell, J. E. Baker, J. E. Throne, “Automated detection of single wheat kernels containing live or dead insects using near infrared reflectance spectroscopy, ” Trans. ASAE 46, 1277–1282 (2003).

    [17] P. Jarruwat, P Choomjaihan, “Feasibility study on estimation of rice weevil quantity in rice stock using near-infrared spectroscopy technique, ” J. Innov. Opt. Health. Sci. 7 (4), 145001, [ 8 pages] (2014). Link,

    [18] W. H. Press, B. P. Flannery, S. A. Teukolsky, W. T. Vetterling, Numerical Recipes, The Art of Scientific Computing, Cambridge University Press, Cambridge, (1988).

    [19] G. M. Campbell, C. Fang, I. I. Muhamad, “On predicting roller milling performance VI Effect of kernel hardness and shape on the particle size distribution from First Break Milling of wheat, ” Trans. IchemE 85 (C1), 7–23 (2007).

    [20] P. Choomjaihan, “Extending the Breakage Equation for First Break milling of wheat to include particle composition,” Ph.D. thesis in the Faculty of Engineering and Physical Science, School of Chemical Engineering and Analytical Science, University of Manchester, England (2008).

    [21] I. N. Koprinarov, A. P. Hitchcock, C. T. McCrory, R. F. Childs, “Quantitative mapping of structure polymeric systems using singular value decomposition analysis of soft X-ray image, ” J. Phys. Chem. 106 (21), 5358–5364 (2002).

    [22] M. Bekara, M. V. D. Baan, “Local singular value decomposition for signal enhancement of seismic data, ” Geophysics 72 (2), V59–V65 (2007).

    [23] M. Tang, X. Wu, M. Cong, K. Guo, “A method based on SVD for detecting the defect using the magnetostrictive guided wave technique, ” Mech. Syst. Signal Process. 70–71, 601–612 (2016).

    [24] B. G. Osborne, T. Fearn, P. H. Hindle, Practical NIR Spectroscopy with Applications in Food and Beverage Analysis. John Wiley and Sons, New York (1993).

    [25] J. Perez-Mendoza, J. E. Throne, F. E. Dowell, J. E. Baker, “Detection of insect fragments in wheat flour by near-infrared spectroscopy, ” J. Stored Prod. Res. 39, 305–312 (2003).

    [26] R. J. Barnes, M. S. Dhanoa, S. J. Lister, “Standard Normal Variate Transformation and De-trending of Near-Infrared Diffuse Reflectance Spectra, ” J. App. Spec. 43 (5), 772–777 (1989).

    [27] R. Lapchareonsuk, P. Sirisomboon, “Eating quality of cooked rice determination using Fourier transform near infrared spectroscopy, ” J. Innov. Opt. Health. Sci. 7 (6), 8 (2014), doi: 10.1142/S1793545814500035.

    [28] K. Kaewsorn, P. Sirisomboon, “Study on evaluation of gamma oryzanol of germinated brown rice by near infrared spectroscopy, ” J. Innov. Opt. Health. Sci. 7 (4), 7 (2014), doi: 10.1142/S1793545814500023. Link,

    [29] F. Xianshu, Y. Xiaoping, Y. Zihong, C. Haifeng, “Analysis of Antioxidant Activity of Chinese Brown Rice by Fourier-Transformed Near Infrared Spectroscopy and Chemometrics, ” J. Chem. 2015, 5 (2015) Article ID 379327.

    [30] P. Williams, Near-Infrared Technology Getting the Best Out of Light, pp. 5–16, PDK Grain Nanaimo, British Columbia, and Winnipeg, Manitoba, Canada (2007).

    [31] M. Locke, “The Wigglesworth Lecture: Insects for studying fundamental problems in biology, ” J. Insect Physiol. 47 (4–5), 495–507 (2001).

    [32] I. A. Sani, S. S. Ahmed, Arthropodes & Classification of Class Insect, 1st Edition, p. 85, Lulu publisher, US (2015).

    Puttinun Jarruwat, Prasan Choomjaihan. Applying singular value decomposition technique for quantifying the insects in commercial Thai Hommali Rice from NIR Spectrum[J]. Journal of Innovative Optical Health Sciences, 2017, 10(2): 1650047
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