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Volumn 199, Issue , 2015, Pages 93-100

Monitoring fungal growth on brown rice grains using rapid and non-destructive hyperspectral imaging

Author keywords

Fungal infection; Hyperspectral imaging; Non destructive method; Scanning electron microscopy; Self organizing map

Indexed keywords

ARTICLE; ASPERGILLUS ORYZAE; BROWN RICE; COLONY FORMING UNIT; FUNGAL DEVELOPMENT; FUNGAL STRAIN; FUNGUS GROWTH; GRAIN; HYPERSPECTRAL IMAGING; INOCULATION; MYCOSIS; NONHUMAN; PARTIAL LEAST SQUARES REGRESSION; PREDICTION; RICE; SCANNING ELECTRON MICROSCOPY; SPECTROSCOPY; ALGORITHM; CHEMISTRY; FOOD CONTROL; FUNGUS; GROWTH, DEVELOPMENT AND AGING; MICROBIOLOGY; NEAR INFRARED SPECTROSCOPY; PROCEDURES; REGRESSION ANALYSIS;

EID: 84922347963     PISSN: 01681605     EISSN: 18793460     Source Type: Journal    
DOI: 10.1016/j.ijfoodmicro.2015.01.001     Document Type: Article
Times cited : (87)

References (40)
  • 2
    • 67349144652 scopus 로고    scopus 로고
    • Effects of g-radiation on the fungus Alternaria alternata in artificially inoculated cereal samples
    • Braghini E., Pozzi C.R., Aquino S., Rocha L.O., Corrêa B. Effects of g-radiation on the fungus Alternaria alternata in artificially inoculated cereal samples. Appl. Radiat. Isot. 2009, 67:1622-1628.
    • (2009) Appl. Radiat. Isot. , vol.67 , pp. 1622-1628
    • Braghini, E.1    Pozzi, C.R.2    Aquino, S.3    Rocha, L.O.4    Corrêa, B.5
  • 3
    • 84869007867 scopus 로고    scopus 로고
    • Self organising maps for visualising and modeling
    • Brereton R.G. Self organising maps for visualising and modeling. Chem. Cent. J. 2012, Suppl. 2:S1.
    • (2012) Chem. Cent. J. , vol.SUPPL. 2 , pp. S1
    • Brereton, R.G.1
  • 4
    • 63549083146 scopus 로고    scopus 로고
    • A fluorescence polarization immunoassay for the detection of zearalenone in corn
    • Chun H.S., Choi E.H., Chang H.J., Choi S.W., Eremin S.A. A fluorescence polarization immunoassay for the detection of zearalenone in corn. Anal. Chim. Acta. 2009, 639:83-89.
    • (2009) Anal. Chim. Acta. , vol.639 , pp. 83-89
    • Chun, H.S.1    Choi, E.H.2    Chang, H.J.3    Choi, S.W.4    Eremin, S.A.5
  • 6
    • 53949101075 scopus 로고    scopus 로고
    • Application of near infrared spectroscopy for rapid detection of aflatoxin B1 in maize and barley as analytical quality assessment
    • Fernández-Ibañez V., Soldado A., Martínez-Fernández A., de la Roza-Delgado B. Application of near infrared spectroscopy for rapid detection of aflatoxin B1 in maize and barley as analytical quality assessment. Food Chem. 2009, 113:629-634.
    • (2009) Food Chem. , vol.113 , pp. 629-634
    • Fernández-Ibañez, V.1    Soldado, A.2    Martínez-Fernández, A.3    de la Roza-Delgado, B.4
  • 7
    • 34548472620 scopus 로고    scopus 로고
    • Content uniformity of pharmaceutical solid dosage forms by near infrared hyperspectral imaging: a feasibility study
    • Gendrin C., Roggo Y., Collet C. Content uniformity of pharmaceutical solid dosage forms by near infrared hyperspectral imaging: a feasibility study. Talanta 2007, 73:733-741.
    • (2007) Talanta , vol.73 , pp. 733-741
    • Gendrin, C.1    Roggo, Y.2    Collet, C.3
  • 8
    • 0001838824 scopus 로고    scopus 로고
    • Chemometric analyses with self organising feature maps: a worked example of the analysis of cosmetics using Raman spectroscopy
    • Elsevier Science B.V, Amsterdam, E. Oja, S. Kaski (Eds.)
    • Goodacre R., Kaderbhai N., McGovern A.C., Goodacre E.A. Chemometric analyses with self organising feature maps: a worked example of the analysis of cosmetics using Raman spectroscopy. Kohonen Maps 1999, 335-347. Elsevier Science B.V, Amsterdam. E. Oja, S. Kaski (Eds.).
    • (1999) Kohonen Maps , pp. 335-347
    • Goodacre, R.1    Kaderbhai, N.2    McGovern, A.C.3    Goodacre, E.A.4
  • 10
    • 12844258133 scopus 로고    scopus 로고
    • Scanning electron microscopy of Fusarium damaged kernels of spring wheat
    • Jackowiak H., Packa D., Wiwart M., Perkowski J. Scanning electron microscopy of Fusarium damaged kernels of spring wheat. Int. J. Food Microbiol. 2005, 98:113-123.
    • (2005) Int. J. Food Microbiol. , vol.98 , pp. 113-123
    • Jackowiak, H.1    Packa, D.2    Wiwart, M.3    Perkowski, J.4
  • 11
    • 0000196232 scopus 로고
    • Volatile flavor substances produced by moulds of Aspergillus, Penicillium and fungi imperfecti
    • Kaminski E., Stawicki S., Wasowicz E. Volatile flavor substances produced by moulds of Aspergillus, Penicillium and fungi imperfecti. Appl. Microbiol. 1974, 27:1001-1004.
    • (1974) Appl. Microbiol. , vol.27 , pp. 1001-1004
    • Kaminski, E.1    Stawicki, S.2    Wasowicz, E.3
  • 12
    • 0030447391 scopus 로고    scopus 로고
    • 1 accumulation in preharvest rice inoculated with Aspergillus parasiticus
    • 1 accumulation in preharvest rice inoculated with Aspergillus parasiticus. J. Food Prot. 1996, 12:1256-1342.
    • (1996) J. Food Prot. , vol.12 , pp. 1256-1342
    • Kim, J.-G.1    Lee, Y.-W.2
  • 13
    • 84873332435 scopus 로고    scopus 로고
    • Prediction of liquid chromatographic retention behavior based on quantum chemical parameters using supervised self-organizing maps
    • Kittiwachana S., Wangkarn S., Grudpan K., Brereton R.G. Prediction of liquid chromatographic retention behavior based on quantum chemical parameters using supervised self-organizing maps. Talanta 2013, 106:229-236.
    • (2013) Talanta , vol.106 , pp. 229-236
    • Kittiwachana, S.1    Wangkarn, S.2    Grudpan, K.3    Brereton, R.G.4
  • 14
    • 84870458934 scopus 로고    scopus 로고
    • Essentials of the self-organizing map
    • Kohonen T. Essentials of the self-organizing map. Neural Netw. 2013, 37:52-65.
    • (2013) Neural Netw. , vol.37 , pp. 52-65
    • Kohonen, T.1
  • 15
    • 77049214486 scopus 로고
    • Some observations on the growth of Aspergillus niger from spore inoculums
    • Krishnan P.S., Bajaj V., Damle S.P. Some observations on the growth of Aspergillus niger from spore inoculums. Appl. Microbiol. 1954, 2:303-308.
    • (1954) Appl. Microbiol. , vol.2 , pp. 303-308
    • Krishnan, P.S.1    Bajaj, V.2    Damle, S.P.3
  • 16
    • 39649111322 scopus 로고    scopus 로고
    • Mycotoxin research and mycoflora in some commercially important agricultural commodities
    • Kumar V., Basu M.S., Rajendran T.P. Mycotoxin research and mycoflora in some commercially important agricultural commodities. Crop. Prot. 2008, 27:891-905.
    • (2008) Crop. Prot. , vol.27 , pp. 891-905
    • Kumar, V.1    Basu, M.S.2    Rajendran, T.P.3
  • 17
    • 84859834394 scopus 로고    scopus 로고
    • PCR detection of aflatoxin producing fungi and its limitations
    • Levin R.E. PCR detection of aflatoxin producing fungi and its limitations. Int. J. Food Microbiol. 2012, 156:1-6.
    • (2012) Int. J. Food Microbiol. , vol.156 , pp. 1-6
    • Levin, R.E.1
  • 18
    • 84891917440 scopus 로고    scopus 로고
    • Development of prediction models for determining N content in citrus leaves based on hyperspectral imaging technology
    • Li J.-M., Ye X.-J., Wang Q.-N., Zhang C., He Y. Development of prediction models for determining N content in citrus leaves based on hyperspectral imaging technology. Spectrosc. Spectr. Anal. 2014, 34:212-216.
    • (2014) Spectrosc. Spectr. Anal. , vol.34 , pp. 212-216
    • Li, J.-M.1    Ye, X.-J.2    Wang, Q.-N.3    Zhang, C.4    He, Y.5
  • 19
    • 0033941702 scopus 로고    scopus 로고
    • Volatiles as an indicator of fungal activity and differentiation between species, and the potential use of electronic nose technology for early detection of grain spoilage
    • Magan N., Evans P. Volatiles as an indicator of fungal activity and differentiation between species, and the potential use of electronic nose technology for early detection of grain spoilage. J. Stored Prod. Res. 2000, 36:319-340.
    • (2000) J. Stored Prod. Res. , vol.36 , pp. 319-340
    • Magan, N.1    Evans, P.2
  • 20
    • 0029163849 scopus 로고
    • Fungi and mycotoxins in grain: Implications for stored product research
    • Miller J.D. Fungi and mycotoxins in grain: Implications for stored product research. J. Stored Prod. Res. 1995, 31:l-16.
    • (1995) J. Stored Prod. Res. , vol.31 , pp. l-16
    • Miller, J.D.1
  • 21
    • 84882667616 scopus 로고    scopus 로고
    • Nutrient-focused processing of rice
    • Academic Press, San Diego, G.S. Bhullar, N.K. Bhullar (Eds.)
    • Müller-Fischer N. Nutrient-focused processing of rice. Agricultural Sustainability 2013, 197-220. Academic Press, San Diego. G.S. Bhullar, N.K. Bhullar (Eds.).
    • (2013) Agricultural Sustainability , pp. 197-220
    • Müller-Fischer, N.1
  • 23
    • 63249134662 scopus 로고    scopus 로고
    • Assessment of soft X-ray imaging for detection of fungal infection in wheat
    • Narvankar D.S., Singh C.B., Jayas D.S., White N.D.G. Assessment of soft X-ray imaging for detection of fungal infection in wheat. Biosyst. Eng. 2009, 103:49-56.
    • (2009) Biosyst. Eng. , vol.103 , pp. 49-56
    • Narvankar, D.S.1    Singh, C.B.2    Jayas, D.S.3    White, N.D.G.4
  • 24
    • 84892497309 scopus 로고    scopus 로고
    • Potential of multispectral imaging technology for rapid and non-destructive determination of the microbiological quality of beef filets during aerobic storage
    • Panagou E.Z., Papadopoulou O., Carstensen J.M., Nychas G.-J.E. Potential of multispectral imaging technology for rapid and non-destructive determination of the microbiological quality of beef filets during aerobic storage. Int. J. Food Microbiol. 2014, 174:1-11.
    • (2014) Int. J. Food Microbiol. , vol.174 , pp. 1-11
    • Panagou, E.Z.1    Papadopoulou, O.2    Carstensen, J.M.3    Nychas, G.-J.E.4
  • 25
    • 23744468291 scopus 로고    scopus 로고
    • Fungal mycoflora and mycotoxins in Korean polished rice destined for humans
    • Park J.R., Choi S.Y., Hwang H.J., Kim Y.B. Fungal mycoflora and mycotoxins in Korean polished rice destined for humans. Int. J. Food Microbiol. 2005, 103:305-314.
    • (2005) Int. J. Food Microbiol. , vol.103 , pp. 305-314
    • Park, J.R.1    Choi, S.Y.2    Hwang, H.J.3    Kim, Y.B.4
  • 26
    • 33750600734 scopus 로고    scopus 로고
    • Detection of corn kernels infected by fungi
    • Pearson T.C., Wicklow D.T. Detection of corn kernels infected by fungi. Trans. ASABE 2006, 49:1235-1245.
    • (2006) Trans. ASABE , vol.49 , pp. 1235-1245
    • Pearson, T.C.1    Wicklow, D.T.2
  • 29
    • 56349107306 scopus 로고    scopus 로고
    • Detection of Aspergillus spp. and aflatoxin B1 in rice in India
    • Reddy K.R.N., Reddy C.S., Muralidharan K. Detection of Aspergillus spp. and aflatoxin B1 in rice in India. Food Microbiol. 2009, 26:27-31.
    • (2009) Food Microbiol. , vol.26 , pp. 27-31
    • Reddy, K.R.N.1    Reddy, C.S.2    Muralidharan, K.3
  • 30
    • 77956451049 scopus 로고    scopus 로고
    • How will climate change affect mycotoxins in food
    • Russell R., Paterson M., Lima N. How will climate change affect mycotoxins in food. Food Res. Int. 2010, 43:1902-1914.
    • (2010) Food Res. Int. , vol.43 , pp. 1902-1914
    • Russell, R.1    Paterson, M.2    Lima, N.3
  • 31
    • 78249283819 scopus 로고    scopus 로고
    • Quantification of fructan concentration in grasses using NIR spectroscopy and PLSR
    • Shetty N., Gislum R. Quantification of fructan concentration in grasses using NIR spectroscopy and PLSR. Field Crop Res. 2011, 120:31-37.
    • (2011) Field Crop Res. , vol.120 , pp. 31-37
    • Shetty, N.1    Gislum, R.2
  • 32
    • 80053654720 scopus 로고    scopus 로고
    • Multiple Self Organising Maps (mSOMs) for simultaneous classification and prediction: illustrated by spoilage in apples using volatile organic profiles
    • Sim S.F., Sági-Kiss V. Multiple Self Organising Maps (mSOMs) for simultaneous classification and prediction: illustrated by spoilage in apples using volatile organic profiles. Chemom. Intell. Lab. Syst. 2011, 109:57-64.
    • (2011) Chemom. Intell. Lab. Syst. , vol.109 , pp. 57-64
    • Sim, S.F.1    Sági-Kiss, V.2
  • 33
    • 80053214373 scopus 로고    scopus 로고
    • Synchrotron based infrared imaging study of compositional changes in stored wheat due to infection with Aspergillus glaucus
    • Singh C.B., Jayas D.S., Borodic J., White N.D.G. Synchrotron based infrared imaging study of compositional changes in stored wheat due to infection with Aspergillus glaucus. J. Stored Prod. Res. 2011, 47:372-377.
    • (2011) J. Stored Prod. Res. , vol.47 , pp. 372-377
    • Singh, C.B.1    Jayas, D.S.2    Borodic, J.3    White, N.D.G.4
  • 34
    • 77955049553 scopus 로고    scopus 로고
    • Identification of insect-damaged wheat kernels using short-wave near-infrared hyperspectral and digital colour imaging
    • Singh C.B., Jayas D.S., Paliwal J., White N.D.G. Identification of insect-damaged wheat kernels using short-wave near-infrared hyperspectral and digital colour imaging. Comput. Electron. Agric. 2010, 73:118-125.
    • (2010) Comput. Electron. Agric. , vol.73 , pp. 118-125
    • Singh, C.B.1    Jayas, D.S.2    Paliwal, J.3    White, N.D.G.4
  • 36
    • 0030809648 scopus 로고    scopus 로고
    • Mycoflora of paddy and milled rice produced in the region of Northeastern Argentina and Southern Paraguay
    • Tonon S.A., Marucci R.S., Jerke G., Garcia A. Mycoflora of paddy and milled rice produced in the region of Northeastern Argentina and Southern Paraguay. Int. J. Food Microbiol. 1997, 37:231-235.
    • (1997) Int. J. Food Microbiol. , vol.37 , pp. 231-235
    • Tonon, S.A.1    Marucci, R.S.2    Jerke, G.3    Garcia, A.4
  • 37
    • 84878596919 scopus 로고    scopus 로고
    • Self-organizing maps based on chaotic parameters to detect adulterations of extra virgin olive oil with inferior edible oils
    • Torrecilla J.S., Cancilla J.C., Matute G., Díaz-Rodríguez P., Flores A.I. Self-organizing maps based on chaotic parameters to detect adulterations of extra virgin olive oil with inferior edible oils. J. Food Eng. 2013, 118:400-405.
    • (2013) J. Food Eng. , vol.118 , pp. 400-405
    • Torrecilla, J.S.1    Cancilla, J.C.2    Matute, G.3    Díaz-Rodríguez, P.4    Flores, A.I.5
  • 38
    • 84859946496 scopus 로고    scopus 로고
    • Investigation of fungal development in maize kernels using NIR hyperspectral imaging and multivariate data analysis
    • Williams P.J., Geladi P., Britz T.J., Manley M. Investigation of fungal development in maize kernels using NIR hyperspectral imaging and multivariate data analysis. J. Cereal Sci. 2012, 55:272-278.
    • (2012) J. Cereal Sci. , vol.55 , pp. 272-278
    • Williams, P.J.1    Geladi, P.2    Britz, T.J.3    Manley, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.