SORTING SYSTEMS BASED ON OPTICAL METHODS FOR DETECTING AND REMOVING SEEDS INFESTED INTERNALLY BY INSECTS OR FUNGI: A REVIEW^*

REFERENCES

• Pedersen , J. R. 1992 . “ Insects: Identification, damage, and detection ” . In Storage of Cereal Grains and their Products , 4th ed. Edited by: Sauer , D. B. 435 – 489 . St. Paul, MN : AACC .
   Google Scholar
• Chambers , J. , Cowe , I. A. , van Wyk , C. B. , Wilkin , D. R. and Cuthbertson , D. C. 1992 . “ Detection of insects in stored products by NIR ” . In Near-Infrared Spectroscopy: Bridging the Gap Between Data Analysis and NIR Applications Edited by: Hildrum , K. I. , Isaksson , T. , Naes , T. and Tandberg , A. 203 – 208 . Chichester, , U.K. : Ellis-Horwood .
   Google Scholar
• Cuperus , G. and Krischik , V. 1995 . Why stored product integrated pest management is needed. In Stored Product Management . Oklahoma State Univ. Ext. Coop. Serv. Circ. E-912 , : 199
   Google Scholar
• Marasas , W. F.O. 1987 . Mycotoxicology: Introduction to the mycology, plant pathology, chemistry, toxicology and pathology of naturally occurring mycotoxicosies in animals and man University Park : Pennsylvannia State Univ. Press .
   Google Scholar
• Bacon , C. and Nelson , P. E. 1994 . Fumonisin production in corn by toxigenic strains of Fusarium moniliforme and Fusarium proliferatum . J. Food Prot. , 57 ( 6 ) : 514 – 521 .
   PubMedGoogle Scholar
• Wilson , D. M. and Abramson , D. 1992 . “ Mycotoxins ” . In Storage of Cereal Grains and their Products , 4th ed. Edited by: Sauer , D. B. 341 – 391 . St. Paul, MN : AACC .
   Google Scholar
• Greene , R. V. , Gordon , S. H. , Jackson , M. A. and Bennett , G. A. 1992 . Detection of fungal contamination in corn: potential of FTIR-PAS and DRS . Journ. Agric. Food Chem. , 40 ( 7 ) : 1144 – 1149 .
   Google Scholar
• Gordon , S. H. , Wheeler , B. C. , Schudy , R. B. , Wicklow , D. T. and Greene , R. V. 1998 . Neural network pattern recognition of photoacoustic FTIR spectra and knowledge-based techniques for detection of mycotoxigenic fungi in food grains . Journ. Food Prot. , 61 ( 2 ) : 221 – 230 .
   PubMedGoogle Scholar
• Gordon , S. H. , Jones , R. W. , McClelland , J. F. , Wicklow , D. T. and Greene , R. V. 1999 . Transient infrared spectroscopy for detection of toxigenic fungi in corn: potential for online evaluation . Journ. Agric. Food Chem. , 47 ( 12 ) : 5267 – 5272 .
   PubMed Web of Science ®Google Scholar
• Jones , R. W. and McClelland , J. F. 1992 . Transient IR spectroscopy: Online Analysis of Solid Materials . Spectroscopy , 7 ( 4 ) : 54 – 58 .
   Google Scholar
• Chen , P. and Sun , Z. 1991 . A review of non-destructive methods for quality evaluation and sorting of agricultural products . Journ. Agric. Eng. Res. , 49 ( 2 ) : 85 – 89 .
   Google Scholar
• Birth , G. S. and Johnson , R. M. 1970 . Detection of mold contamination in corn by optical measurements . Journ. Assoc. Official Anal. Chem. , 53 ( 5 ) : 931 – 936 .
   Google Scholar
• Tyson , T. W. and Clark , R. L. 1974 . An investigation of the fluorescent properties of aflatoxin-infected pecans . Trans. ASAE , 17 ( 5 ) : 942 – 944 . 948
   Google Scholar
• Johnson , R. M. 1962 . Determining damage in yellow corn . Cereal Sci. Today , 7 ( 1 ) : 14 – 15 .
   Google Scholar
• Ridgway , C. and Chambers , J. 1996 . Detection of external and internal insect infestation by near-infrared spectroscopy . Journ. Sci. Food Agric. , 71 : 251 – 264 .
   Web of Science ®Google Scholar
• Munkvold , G. P. and Desjardins , A. E. 1997 . Fumonisins in maize: Can we reduce their ocurrence? . Plant Disease , 81 ( 6 ) : 556 – 565 .
   PubMed Web of Science ®Google Scholar
• Ghaedian , A. R. and Wehling , R. L. 1997 . Discrimination of sound and granary-weevil larva-infested wheat kernels by near-infared diffuse reflectance spectroscopy . Journ. AOAC Internl. , 80 ( 5 ) : 997 – 1005 .
   Google Scholar
• Chambers , J. , Ridgway , C. , Davies , E. R. , Mason , D. R. and Bateman , M. W. Rapid automated detection of insects and certain other contaminants in cereals , Project Report No. 156 . Home-Grown Cereals Authority (HGCA), U.K. 1998
   Google Scholar
• Powers , J. B. , Gunn , J. T. and Jacob , F. C. 1953 . Electronic color sorting of fruits and vegetables . Agric. Eng. , 34 ( 3 ) : 149 – 154 . 158
   Google Scholar
• Norris , K. H. 1958 . Measuring light transmittance properties of agricultural commodities . Agric. Eng. , 39 ( 10 ) : 640 – 643 . 651
   Google Scholar
• Birth , G. S. 1960a . Agricultural applications of the dual-monochromator spectrophotometer . Agric. Eng. , 41 ( 7 ) : 432 – 435 . 452
   Google Scholar
• Birth , G. S. and Norris , K. H. 1965 . The difference meter for measuring interior quality of foods and pigments in biological tissue . Technical Bull , 1341. USDA-ARS, Washington, D.C.
   Google Scholar
• Birth , G. S. and Zachariah , G. L. 1973 . Spectrophotometer for biological applications . Trans. ASAE , 16 ( 2 ) : 371 – 373 .
   Google Scholar
• Birth , G. S. 1979 . Radiometric measurement of food quality – a review . Journ. Food Sci. , 44 ( 4 ) : 949 – 953 . 957
   Google Scholar
• Birth , G. S. 1960b . Measuring the smut content of wheat . Trans. ASAE , 3 : 19 – 21 .
   Google Scholar
• Gillispie , R. M. 1976 . “ Equipment for sorting food products by light reflectance ” . In Quality Detection in Foods 175 – 176 . ASAE Publication 1–76 .
   Google Scholar
• Sortex Inc. , Sortex 3000 Series Service Manual 1994 Newark, CA : Sortex Inc. .
   Google Scholar
• Key Technology, Inc. 2000 Walla Walla, WA : Product Catalog. .
   Google Scholar
• “ Satake ” . In ScanMaster High-Capacity Sorters, 2000 Houston, TX : Satake-USA Corp. .
   Google Scholar
• Dowell , F. E. , Throne , J. E. and Baker , J. E. 1998 . Automated nondestructive detection of internal insect infestation of wheat kernels by using near-infrared reflectance spectroscopy . Journ. Econ. Entom. , 91 ( 4 ) : 899 – 904 .
   Web of Science ®Google Scholar
• Baker , J. E. , Dowell , F. E. and Throne , J. E. 1999 . Detection of parasitized rice weevils in wheat kernels with near-infrared spectroscopy . Biological Control , 16 : 88 – 90 .
   Web of Science ®Google Scholar
• Gunesakaran , S. , Paulsen , M. R. and Shove , G. C. 1985 . Optical methods for nondestructive quality evaluation of agricultural and biological materials . Journ. Agric. Eng. Res. , 32 : 209 – 241 .
   Google Scholar
• Johnson , R. M. 1960 . Five methods for determining smut content in wheat . Cereal Chem. , 37 ( 3 ) : 289 – 308 .
   Google Scholar
• Shotwell , O. L. and Hesseltine , C. W. 1981 . Use of bright greenish-yellow fluorescence as a presumptive test for aflatoxin in corn . Cereal Chem. , 58 ( 2 ) : 124 – 127 .
   Google Scholar
• Wilson , D. 1989 . Analytical method for aflatoxin in corn and peanuts . Arch. Environ. Contam. Toxicol , 18 : 304 – 314 .
   Google Scholar
• Hirano , S. , Okawara , N. and Narazaki , S. 1998 . Near-infrared detection of internally moldy nuts . Biosci. Biotechnol. Biochem. , 62 ( 1 ) : 102 – 107 .
   PubMed Web of Science ®Google Scholar
• Pearson , T. C. , Wicklow , D. T. , Maghirang , E. B. , Xie , F. and Dowell , F. E. 2001 . Detecting aflatoxin in single corn kernels by using transmittance and reflectance spectroscopy . Trans. ASAE , in press
   Google Scholar
• Cucullu , A. F. , Lee , L. S. , Mayne , R. Y. and Goldblatt , L. A. 1966 . Detection of aflatoxin in individual peanuts and peanut sections . Journ. Amer. Oil Chem. Soc. , 43 ( 2 ) : 89 – 92 .
   Google Scholar
• Ayers , J. C. , Lillard , H. S. and Lillard , D. A. 1970 . Mycotoxins:methods for detection in foods . Food Technol. , 24 ( 2 ) : 55 – 60 .
   Google Scholar
• Whitaker , T. B. , Dickens , J. W. and Wiser , E. H. 1970 . Design and analysis of sampling plans to estimate aflatoxin concentrations in shelled peanuts . Journ. Amer. Oil Chem. Soc. , 47 ( 12 ) : 501 – 504 .
   Google Scholar
• Farsaie , A. , McClure , W. F. and Monroe , R. J. 1978 . Development of indices for sorting iranian pistachio nuts according to fluorescence . Journ. Food Sci. , 43 ( 5 ) : 1550 – 1552 .
   Google Scholar
• McClure , W. F. and Farsaie , A. 1980 . Dual-wavelength fiber optic photometer measures flourescence of aflatoxin-contaminated pistachio nuts . Trans. ASAE , 23 ( 1 ) : 204 – 207 .
   Google Scholar
• Farsaie , A. , McClure , W. F. and Monroe , R. J. 1981 . Design and development of an automatic electro-optical sorter for removing BGY fluorescent pistachio nuts . Trans. ASAE , 24 ( 5 ) : 1372 – 1375 .
   Google Scholar
• Fraenkel , H. , Gough , P. B. and Maughan , W. S. Method and apparatus for sorting agricultural products . US Patent 4203522 . 1980 .
   Google Scholar
• Shotwell , O. L. , Goulden , M. L. and Hesseltine , C. W. 1974 . Aflatoxin: Distribution in contaminated corn . Cereal Chem. , 52 : 670 – 677 .
   Google Scholar
• Vesonder , R. F. and Golinski , P. 1989 . Metabolites of Fusarium. In Fusarium Mycotoxins, Taxonomy, and Pathogenicity Edited by: Chelkowski , J. 1 – 39 . Amsterdam: Elsevier .
   Google Scholar
• Jackson , M. A. and Bennett , G. A. 1990 . Production of fumonisin B1 by Fusarium monoliforme NRRL 13616 in submerged culture . Appl. Environ. Microbiol. , 56 : 2296 – 2298 .
   PubMed Web of Science ®Google Scholar
• Dowell , F. E. , Pearson , T. C. , Maghirang , E. B. , Xie , F. and Wicklow , D. T. 2001 . Reflectance and transmittance spectroscopy applied to detecting fumonisin in single corn kernels infected with Fusarium verticillioides . Cereal Chem. , in press
   Google Scholar
• Dowell , F. E. , Ram , M. S. and Seitz , L. M. 1999 . Predicting scab, vomitoxin, and ergosterol in single wheat kernels using near-infrared spectroscopy . Cereal Chem. , 76 ( 4 ) : 573 – 576 .
   Google Scholar
• Nilsson , M. , Elmqvist , T. and Carlsson , U. 1994 . Use of near-infrared reflectance spectrometry and multivariate data analysis to detect anther smut disease, (Microbotryum violaceum) in Silene dioica . Phytopathology , 84 ( 7 ) : 764 – 770 .
   Google Scholar
• Roberts , C. A. , Marquardt , R. R. , Frohlich , A. A. , McGraw , R. L. , Rotter , R. G. and Henning , J. C. 1991 . Chemical and spectral quantification of mold in contaminated barley . Cereal Chem. , 68 ( 3 ) : 272 – 275 .
   Web of Science ®Google Scholar
• Roberts , C. A. 1992 . “ Quantification of fungal contaminants in forage and grain ” . In Making Light Work: Advances in Near-Infrared Spectroscopy Edited by: Murray , I. A. and Cowe , I. A. 352 – 356 . N.Y. : VCH Publishers .
   Google Scholar
• Muzzarelli , R. A.A. 1977 . Chitin NY : Pergamon Press .
   Google Scholar
• Cousin , M. A. 1996 . Chitin as a measure of mold contamination of agricultural commodities and foods . Journ. Food Prot. , 59 ( 1 ) : 73 – 81 .
   Google Scholar
• Wilkin , D. R. , Cowe , I. A. , Thind , B. B. , McNicol , J. W. and Cuthbertson , D. C. 1986 . The detection and measurement of mite infestation in animal feed using near-infrared reflectance . Journ Agric. Sci. Camb. , 107 ( 2 ) : 439 – 448 .
   Google Scholar
• Wilkin , D. R. and Cowe , I. A. 1988 . “ The detection of infestation in stored products using NIRS ” . In Analytical Applications of Spectroscopy Edited by: Creaser , C. S. and Davies , A. M.C. 91 – 97 . London: Royal Society of Chemistry .
   Google Scholar
• Chambers , J. , van Wyk , C. B. , Baker , C. W. and Barnes , R. J. 1993a . NIR analysis for the detection of insect pests in cereal grains . Proc. of the 6th International Diffuse Reflectance Conference . August 9–14 1993a , Chambersburg, Penn.. pp. 96 – 100 .
   Google Scholar
• Chambers , J. , Ridgway , C. , Baker , C. W. and Barnes , R. J. Improving quality by rapid pest detection . Cereal Quality III: Aspects of Applied Biology . December 13–15 1993 , Churchill College, Cambridge. pp. 465 – 470 . U.K.
   Google Scholar
• Ridgway , C. , Chambers , J. and Cowe , I. A. 1999 . Detection of grain weevils inside single wheat kernels by a very near-infrared two-wavelength model . Journ. NIR Spectrosc. , 7 : 213 – 221 .
   Google Scholar
• Moini , S. , O'Brien , M. and Chen , P. 1980 . Spectral properties of mold and defects of processing tomatoes . Trans. ASAE , 23 ( 4 ) : 1062 – 1064 .
   Google Scholar
• Burkhardt , T. H. and Mrozek , R. F. 1973 . Light reflectance as a criterion for sorting dried prunes . Trans. ASAE , 16 ( 4 ) : 683 – 685 .
   Google Scholar
• Chambers , J. and Ridgway , C. 1996 . “ Rapid detection of contaminants in cereals ” . In Near-Infrared Spectroscopy: The Future Waves Edited by: Davies , A. M.C. and Williams , P. 484 – 489 . Chichester, , U.K. : NIR Publications .
   Google Scholar
• Dowell , F. E. , Martin , C. R. , Steele , J. L. , Wang , D. , Baker , J. E. , Throne , J. E. and Delwiche , S. R. 1997 . Automated single wheat kernel quality measurement using near-infrared reflectance 97 – 3022 . St. Joseph, MI : ASAE Paper .
   Google Scholar
• Gibbs , A. and Crowe , J. H. 1991 . Intra-individual variation in cuticular lipids studied using fourier transform infrared spectroscopy . Journ. Insect Physiol. , 37 ( 10 ) : 743 – 748 .
   Google Scholar
• Paez , A. V. , Helm , J. L. and Zuber , M. S. 1968 . Quantitative measurement of light transmission through corn endosperm . Cereal Chem. , 45 ( 6 ) : 595 – 599 .
   Google Scholar