Detection and quantification of peanut traces in wheat flour by near infrared hyperspectral imaging spectroscopy using principal-component analysis

被引:41
作者
Mishra, Puneet [1 ,2 ]
Herrero-Langreo, Ana [3 ]
Barreiro, Pilar [2 ]
Roger, Jean Michel [3 ]
Diezma, Belen [2 ]
Gorretta, Nathatie [3 ]
Lleo, Lourdes [2 ]
机构
[1] Univ Politecn Madrid, CEI Moncloa, ETSI Agron, Dept Ingn Rural,LPF Tagralia, E-28040 Madrid, Spain
[2] Univ Politecn Madrid, CEI Moncloa, ETSI Agron, Dept Ingn Rural,LPF Tagralia, E-28040 Madrid, Spain
[3] Irstea, UMR ITAP, F-34196 Montpellier 5, France
关键词
hyperspectral; NIR; principal-component analysis; food; peanut; adulteration; classification; REAL-TIME PCR; DIFFERENTIATION; MELAMINE; ALLERGEN;
D O I
10.1255/jnirs.1141
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The use of a common environment for processing different powder foods in the industry has increased the risk of finding peanut traces in powder foods. The analytical methods commonly used for detection of peanut such as enzyme-linked immunosorbent assay (ELISA) and real-time polymerase chain reaction (RT-PCR) represent high specificity and sensitivity but are destructive and time-consuming, and require highly skilled experimenters. The feasibility of NIR hyperspectral imaging WISH is studied for the detection of peanut traces down to 0.01% by weight. A principal-component analysis IPCA) was carried out on a dataset of peanut and flour spectra. The obtained Loadings were applied to the HSI images of adulterated wheat flour samples with peanut traces. As a result, HSI images were reduced to score images with enhanced contrast between peanut and flour particles. Finally, a threshold was fixed in score images to obtain a binary classification image, and the percentage of peanut adulteration was compared with the percentage of pixels identified as peanut particles. This study allowed the detection of traces of peanut down to 0.01% and quantification of peanut adulteration from 10% to 0.1% with a coefficient of determination (r(2)) of 0.946. These results show the feasibility of using HSI systems for the detection of peanut traces in conjunction with chemical procedures, such as RT-PCR and ELISA to facilitate enhanced quality-control surveillance on food-product processing lines.
引用
收藏
页码:15 / 22
页数:8
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