Detection of fusarium damage in Canadian wheat using visible/near-infrared hyperspectral imaging

Sensing and Instrumentation for Food Quality and Safety

Volumn 6, Issue 1-4, 2012, Pages 3-11

  Shahin, Muhammad A ^a   Symons, Stephen J ^a  

^a GRAIN RESEARCH LABORATORY   (Canada)

Author keywords

Fusarium; Spectral imaging; Wheat

Indexed keywords

FALSE POSITIVE; FUSARIUM; HYPERSPECTRAL IMAGING; MODEL-BASED OPC; PARTIAL LEAST SQUARES-DISCRIMINANT ANALYSIS; SAFETY OF FOOD; SPECTRAL IMAGING; WAVELENGTH RANGES; WHEAT;

SPECTROSCOPY;

DAMAGE DETECTION;

EID: 84871262315     PISSN: 19327587     EISSN: 19329954     Source Type: Journal    
DOI: 10.1007/s11694-012-9126-z     Document Type: Article

References (31)

1. J. E. Dexter, N. M. Edwards, The implications of frequently encountered grading factors on the processing quality of common wheat. Association of Operative Millers-Bulletin (1998), p. 7115.
2. J. E. Dexter, N. M. Edwards, The implications of frequently encountered grading factors on the processing quality of Durum wheat. Association of Operative Millers-Bulletin (1998), p. 7165.
3. D. J. Gallenberg, Wheat scab. Extension Extra, ExEx 8097. Cooperative Extension Service, SDSU/USDA (2002), http://agbiopubs. sdstate. edu/articles/ExEx8097. pdf.
4. R. S. Goswami, H. C. Kistler, Heading for disaster: Fusarium graminearum on cereal crops. Mol. Plant Pathol. 5(6), 515-525 (2004).
5. M. McMullen, R. Jones, D. Gallenberg, Scab of wheat and barley: a re-emerging disease of devastating impact. Plant Dis. 81, 1340-1348 (1997).
6. C. E. Windels, Economic and social impact of Fusarium head blight: changing farms and rural communities in the northern Great Plains. Phytopathology 90, 17-21 (2000).
7. J. E. Dexter, R. M. Clear, K. R. Preston, Fusarium head blight: effect on the milling and baking of some Canadian wheats. Cereal Chem. 73, 695-701 (1996).
8. J. E. Dexter, T. W. Nowicki, Safety assurance and quality assurance issues associated with Fusarium head blight in wheat, in Fusarium Head Blight of Wheat and Barley, ed. by K. J. Leonard, W. R. Bushnell (APS, St. Paul, 2003), pp. 420-460.
9. A. H. Teich, L. Shugar, A. Smid, Soft white winter wheat cultivar field-resistance to scab and deoxynivalenol accumulation. Cereal Res. Commun. 15, 109-114 (1987).
10. E. Fredlund, A. M. Thim, A. Gidlund, S. Brostedt, M. Nyberg, M. Olsen, Moulds and mycotoxins in rice from the Swedish retail market. Food Addit. Contam. Part A 26(4), 507-511 (2009).
11. B. K. Tacke, H. H. Casper, Determination of deoxynivalenol in wheat, barley, and malt by column cleanup and gas chromatography with electron capture detection. J. AOAC Int. 79, 472-475 (1996).
12. P. M. Scott, P.-Y. Lau, S. R. Kanhere, Gas chromatography with electron capture and mass spectrometric detection of deoxynivalenol in wheat and other grains. J. Assoc. Off. Anal. Chem. 64, 1364-1371 (1981).
13. W. L. Casale, J. J. Pestka, L. P. Hart, Enzyme-linked immunosorbent assay employing monoclonal antibody specific for deoxynivalenol (vomitoxin) and several analogues. J. Agric. Food Chem. 35, 663-668 (1988).
14. R. Tkachuk, J. E. Dexter, K. H. Tipples, T. W. Nowicki, Removal by specific gravity table of tombstone kernels and associated trichothecenes from wheat infected with Fusarium head blight. Cereal Chem. 68, 428-431 (1991).
15. R. Ruan, S. Ning, A. Song, A. Ning, R. Jones, P. Chen, Estimation of Fusarium scab in wheat using machine vision and a neural network. Cereal Chem. 75, 455-459 (1998).
16. H. Takenaka, S. Kawamura, A. Sumino, Y. Yano, New Combination use of Gravity Separator and Optical Sorter for Decontamination Deoxynivalenol of Wheat, in Proceedings of the 5th CIGR International Technical Symposium on Food Processing, Monitoring Technology in Bioprocesses and Food Quality Management, CD-ROM, ISBN: 978-3-000-028811-1, Potsdam, Germany (2009), pp. 1036-1039.
17. A. Campagnoli, F. Cheli, C. Polidori, M. Zaninelli, O. Zecca, G. Savoini, L. Pinotti, V. Dell'Orto, Use of the electronic nose as a screening tool for the recognition of durum wheat naturally contaminated by deoxynivalenol: a preliminary approach. Sensors 11, 4899-4916 (2011).
18. P. C. Williams, Recent advances in near-infrared applications for the agriculture and food industries, in Proceedings of International Wheat Quality Conference, ed. by J. L. Steele, O. K. Chung (Grain Industry Alliance, Manhattan, 1997), pp. 109-128.
19. F. E. Dowell, M. S. Ram, L. M. Seitz, Predicting scab, vomitoxin, and ergosterol in single wheat kernels using near-infrared spectroscopy. Cereal Chem. 76, 573-576 (1999).
20. S. R. Delwiche, G. A. Hareland, Detection of scab-damaged hard red spring wheat kernels by near-infrared reflectance. Cereal Chem. 8(15), 643-649 (2004).
21. S. R. Delwiche, High-speed bichromatic inspection of wheat kernels for mold and color class using high-power pulsed LEDs. Sens. Instrum. Food Qual. Saf. 1(2), 103-110 (2008).
22. K. H. S. Peiris, M. O. Pumphrey, F. E. Dowell, NIR absorbance characteristics of deoxynivalenol and of sound and Fusarium-damaged wheat kernels. J. Near Infrared Spectrosc. 17, 213-221 (2009).
23. H. Zhang, J. Paliwal, D. S. Jayas, N. D. G. White, Classification of fungal infected wheat kernels using near-infrared reflectance hyperspectral imaging and support vector machine. Trans. ASABE 50, 1779 (2007).
24. C. B. Singh, D. S. Jayas, J. Paliwal, N. D. G. White, Fungal detection in wheat using near-infrared reflectance hyperspectral imaging. Trans. ASABE 50, 2171 (2007).
25. P. Williams, M. Manley, G. Fox, P. Geladi, Indirect detection of Fusarium in maize (Zea mays L.) kernels by near infrared hyperspectral imaging. J. Near Infrared Spectrosc. 18, 49-58 (2010).
26. G. Polder, G. W. A. M. van Der Heijden, C. Waalwijk, I. T. Young, Detection of Fusarium in single wheat kernels using spectral imaging. Seed Sci. Technol. 33, 655 (2005).
27. M. Berman, P. M. Connor, L. B. Whitbourn, D. A. Coward, B. G. Osborne, M. D. Southan, Classification of sound and stained wheat grains using visible and near infrared hyperspectral image analysis. J. Near Infrared Spectrosc. 15(6), 351-358 (2007).
28. I.-C. Yang, S. R. Delwiche, S. Chen, Y. M. Lo, Enhancement of Fusarium head blight detection in free-falling wheat kernels using bichromatic pulsed LED design. Opt. Eng. 48(2), 023602 (2009).
29. M. A. Shahin, S. J. Symons, Detection of fusarium damaged kernels in Canada Western Red Spring wheat using visible/near-infrared hyperspectral imaging and principal component analysis. Comput. Electron. Agric. 75, 107-112 (2011).
30. P. K. Singh, R. Kumar, P. N. Vinod, B. C. Chakravarty, S. N. Singh, Effect of spatial variation of incident radiation on spectral response of a large area silicon solar cell and the cell parameters determined from it. Sol. Energy Mater. Sol. Cells 80, 21-31 (2003).
31. W. R. Klecka, Discriminant Analysis, Sage University Paper Series on Quantitative Applications in the Social Sciences, 07-019 (Sage Publications, Beverly Hills, 1980).