Detection of melamine in milk powder using MCT-based short-wave infrared hyperspectral imaging system

被引:15
作者
Lee, Hoonsoo [1 ]
Kim, Moon S. [1 ]
Lohumi, Santosh [2 ]
Cho, Byoung-Kwan [2 ]
机构
[1] ARS, Environm Microbiol & Food Safety Lab, USDA, Beltsville, MD USA
[2] Chungnam Natl Univ, Dept Biosyst Machinery Engn, Coll Agr & Life Sci, 99 Daehak Ro, Daejeon 34134, South Korea
来源
FOOD ADDITIVES AND CONTAMINANTS PART A-CHEMISTRY ANALYSIS CONTROL EXPOSURE & RISK ASSESSMENT | 2018年 / 35卷 / 06期
关键词
MCT-based hyperspectral imaging system; melamine; ANOVA; partial lease square regression; image processing; food safety; INFANT FORMULA; ADULTERATION; CHROMATOGRAPHY; SPECTROSCOPY; PRODUCTS;
D O I
10.1080/19440049.2018.1469050
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Extensive research has been conducted on non-destructive and rapid detection of melamine in powdered foods in the last decade. While Raman and near-infrared hyperspectral imaging techniques have been successful in terms of non-destructive and rapid measurement, they have limitations with respect to measurement time and detection capability, respectively. Therefore, the objective of this study was to develop a mercury cadmium telluride (MCT)-based short-wave infrared (SWIR) hyperspectral imaging system and algorithm to detect melamine quantitatively in milk powder. The SWIR hyperspectral imaging system consisted of a custom-designed illumination system, a SWIR hyperspectral camera, a data acquisition module and a sample transfer table. SWIR hyperspectral images were obtained for melamine-milk samples with different melamine concentrations, pure melamine and pure milk powder. Analysis of variance and the partial least squares regression method over the 1000-2500nm wavelength region were used to develop an optimal model for detection. The results showed that a melamine concentration as low as 50ppm in melamine-milk powder samples could be detected. Thus, the MCT-based SWIR hyperspectral imaging system has the potential for quantitative and qualitative detection of adulterants in powder samples.
引用
收藏
页码:1027 / 1037
页数:11
相关论文
共 24 条
  • [1] Afoakwa EO, 2008, AFR J FOOD AGR NUTR, V8, P1
  • [2] Determination and confirmation of melamine residues in catfish, trout, tilapia, salmon, and shrimp by liquid chromatography with tandem mass spectrometry
    Andersen, Wendy C.
    Turnipseed, Sherri B.
    Karbiwnyk, Christine M.
    Clark, Susan B.
    Madson, Mark R.
    Gieseker, Charles A.
    Miller, Ron A.
    Rummel, Nathan G.
    Reimschuessel, Renate
    [J]. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2008, 56 (12) : 4340 - 4347
  • [3] Melamine detection by mid- and near-infrared (MIR/NIR) spectroscopy: A quick and sensitive method for dairy products analysis including liquid milk, infant formula, and milk powder
    Balabin, Roman M.
    Smirnov, Sergey V.
    [J]. TALANTA, 2011, 85 (01) : 562 - 568
  • [4] Identification and characterization of toxicity of contaminants in pet food leading to an outbreak of renal toxicity in cats and dogs
    Dobson, Roy L. M.
    Motlagh, Safa
    Quijano, Mike
    Cambron, R. Thomas
    Baker, Timothy R.
    Pullen, Aletha M.
    Regg, Brian T.
    Bigalow-Kern, Adrienne S.
    Vennard, Thomas
    Fix, Andrew
    Reimschuessel, Renate
    Overmann, Gary
    Shan, Yuching
    Daston, George P.
    [J]. TOXICOLOGICAL SCIENCES, 2008, 106 (01) : 251 - 262
  • [5] Fu X, 2013, P SENS AGR FOOD QUAL
  • [6] Detection of melamine in milk powders based on NIR hyperspectral imaging and spectral similarity analyses
    Fu, Xiaping
    Kim, Moon S.
    Chao, Kuanglin
    Qin, Jianwei
    Lim, Jongguk
    Lee, Hoyoung
    Garrido-Varo, Ana
    Perez-Marin, Dolores
    Ying, Yibin
    [J]. JOURNAL OF FOOD ENGINEERING, 2014, 124 : 97 - 104
  • [7] Detection of melamine using commercial enzyme-linked immunosorbent assay technology
    Garber, Eric A. E.
    [J]. JOURNAL OF FOOD PROTECTION, 2008, 71 (03) : 590 - 594
  • [8] The application of Near-Infrared Reflectance Spectroscopy (NIRS) to detect melamine adulteration of soya bean meal
    Haughey, Simon A.
    Graham, Stewart F.
    Cancouet, Emmanuelle
    Elliott, Christopher T.
    [J]. FOOD CHEMISTRY, 2013, 136 (3-4) : 1557 - 1561
  • [9] Penetration Depth Measurement of Near-Infrared Hyperspectral Imaging Light for Milk Powder
    Huang, Min
    Kim, Moon S.
    Chao, Kuanglin
    Qin, Jianwei
    Mo, Changyeun
    Esquerre, Carlos
    Delwiche, Stephen
    Zhu, Qibing
    [J]. SENSORS, 2016, 16 (04):
  • [10] Quantitative analysis of melamine in milk powders using near-infrared hyperspectral imaging, and band ratio
    Huang, Min
    Kim, Moon S.
    Delwiche, Stephen R.
    Chao, Kuanglin
    Qin, Jianwei
    Mo, Changyeun
    Esquerre, Carlos
    Zhu, Qibing
    [J]. JOURNAL OF FOOD ENGINEERING, 2016, 181 : 10 - 19