Early detection of germinated wheat grains using terahertz image and chemometrics

Scientific Reports

Volumn 6, Issue , 2016, Pages

  Jiang, Yuying ^a,c   Ge, Hongyi ^b   Lian, Feiyu ^b   Zhang, Yuan ^b   Xia, Shanhong ^a  

^a INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^b HENAN UNIVERSITY OF TECHNOLOGY   (China)

^c UNIVERSITY OF CHINESE ACADEMY OF SCIENCES   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; GERMINATION; GROWTH, DEVELOPMENT AND AGING; LEAST SQUARE ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; PROCEDURES; SUPPORT VECTOR MACHINE; TERAHERTZ SPECTROSCOPY; TIME FACTOR; WHEAT;

GERMINATION; LEAST-SQUARES ANALYSIS; NEURAL NETWORKS (COMPUTER); PRINCIPAL COMPONENT ANALYSIS; SUPPORT VECTOR MACHINE; TERAHERTZ SPECTROSCOPY; TIME FACTORS; TRITICUM;

EID: 84959017040     PISSN: None     EISSN: 20452322     Source Type: Journal    
DOI: 10.1038/srep21299     Document Type: Article

References (29)

1. Oladunmoye, O. O., Akinoso, R., Olapade, A. A. Evaluation of some physical-chemical properties of wheat, cassava, maize and cowpea flours for bread making. J. Food Qual. 33, 693-708 (2010).
2. Bason, M. L., Ronalds, J. A., Wrigley, C. W., Hubbard, L. J. Testing for sprout damage in malting barley using the Rapid Visco Analyser. Cereal Chem. 70, 269-272 (1993).
3. Skerritt, J. H., Heywood, R. H. A five-minute field test for on-farm detection of pre-harvest sprouting in wheat. Crop Sci. 40, 742-756 (2000).
4. Takeuchi, R., Kojima, H., Toyoda, K., Omoto, H., Morimoto, S. Morphological measurement of barley seed by computer vision system measurement of changes in seed shape during germination. Sci. Rep. Fac. Agric. Kobe Univ. 20(1), 115-121 (1992).
5. Neethirajan, S., Jayas, D. S., White, N. D. G. Detection of sprouted wheat kernels using soft X-ray image analysis. J. Food Eng. 81, 509-513 (2007).
6. Krishnan, P., Joshi, D. K., Shantha, N., Moharir, A. V. Characterisation of germinating and non-germinating wheat seeds by nuclear magnetic resonance (NMR) spectroscopy. Eur. Biophys. J. 33, 76-82 (2003).
7. Xing, J. A., Symons, S., Shahin, M., Hatcher, D. Detection of sprout damage in Canada Western Red Spring wheat with multiple wavebands using visible/near-infrared hyperspectral imaging. Biosyst. Eng. 106, 188-194 (2010).
8. Sim, Y. C., Ahn, K. M., Park, J. Y., Park, C. S., Son, J. H. Temperature-dependent terahertz imaging of excised oral malignant melanoma. IEEE Trans. Thz Sci. Technol. 3, 368-373 (2013).
9. Gu, S. M., Li, C., Gao, X., Sun, Z. Y., Fang, G. Y. Terahertz aperture synthesized imaging with fan-beam scanning for personnel screening. IEEE Trans. Microwave Theory 60, 3877-3885 (2012).
10. Cull, C. F., Wikner, D. A., Mait, J. N., Mattheiss, M., Brady, D. J. Millimeter-wave compressive holography. Appl. Opt. 49, E67-E82 (2010).
11. Zhang, B., Pi, Y. M., Li, J. Terahertz imaging radar with inverse aperture synthesis techniques: system structure, signal processing, and experiment results. IEEE Sens. J. 15, 290-299 (2015).
12. Meng, K. et al. Terahertz pulsed spectroscopy of paraffin-embedded brain glioma. J. Biomed. Opt. 19, 77001 (2014).
13. Picollo, M., Fukunaga, K., Labaune, J. Obtaining noninvasive stratigraphic details of panel paintings using terahertz time domain spectroscopy imaging system. J. Cult. Herit. 16, 73-80 (2015).
14. Melinger, J. S., Laman, N., Grischkowsky, D. The underlying terahertz vibrational spectrum of explosives solids. Appl. Phys. Lett. 93, 011102-011102-3 (2008).
15. Haaser, M. et al. Application of terahertz pulsed imaging to analyse film coating characteristics of sustained-release coated pellets. Int. J. Pharmaceut. 457, 521-526 (2013).
16. Ge, H. Y. et al. Identification of wheat quality using THz spectrum. Opt. Express 22, 12533-12544 (2014).
17. Xu, W. D. et al. Discrimination of transgenic rice containing the Cry1Ab protein using terahertz spectroscopy and chemometrics. Sci. Rep. UK 5, 11115 (2015).
18. Eadie, L. H., Reid, C. B., Fitzgerald, A. J., Wallace, V. P. Optimizing multi-dimensional terahertz imaging analysis for colon cancer diagnosis. Expert Syst. Appl. 40, 2043-2050 (2013).
19. Bernier, M., Garet, F., Coutaz, J. L. Precise determination of the refractive index of samples showing low transmission bands by THz time-domain spectroscopy. IEEE Trans. Thz Sci. Technol. 3, 295-301 (2013).
20. Iida, H. et al. Validation of power linearity in terahertz time-domain spectroscopy using a programmable step attenuator. IEEE Trans. Instrum. Meas. 62, 1801-1806 (2013).
21. Barnes, R. J., Dhanoa, M. S., Lister, S. J. Standard normal variate transformation and de-trending of near-infrared diffuse reflectance spectra. Appl. Spectrosc. 43, 772-777 (1989).
22. Wu, C. R. et al. Research on the change rule of falling number of common wheat on different germination stages. J. Henan Univ. Technol. (Nat. Sci. Ed.) 31, 54-57 (2010).
23. Ferguson, B., Zhang, X. C. Materials for terahertz science and technology. Nat. Mater. 1, 26-33 (2002).
24. Oh, S. J. et al. Cancer diagnosis by terahertz molecular imaging technique. J. Infrared Millim. Te. 33, 74-81 (2012).
25. Fitzgerald, A. J. et al. Classification of terahertz-pulsed imaging data from excised breast tissue. J. Biomed. Opt. 17, 016005 (2012).
26. He, H. J., Wu, D., Sun, D. W. Potential of hyperspectral imaging combined with chemometric analysis for assessing and visualising tenderness distribution in raw farmed salmon fillets. J. Food Eng. 126, 156-164 (2014).
27. Zhu, X. G., Huang, G. Z., Luo, S. Q., Guan, X. C., Chen, X. J. Rapid determination of enantiomeric excess of tert-butoxycarbonyl (BOC-protected) amino acids based on infrared spectra technique with optimal wavelet packet transform decomposition frequency band. Anal. Lett. 46, 671-681 (2013).
28. Pan, W. X., Zhao, J. W., Chen, Q. S. Classification of foodborne pathogens using near infrared (NIR) laser scatter imaging system with multivariate calibration. Sci. Rep. UK 5, 9524 (2015).
29. Asadi-Eydivand, M., Solati-Hashjin, M., Farzadi, A., Abu Osman, N. A. Artificial neural network approach to estimate the composition of chemically synthesized biphasic calcium phosphate powders. Ceram. Int. 40, 12439-12448 (2014).