Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts

被引:32
作者
Nogales-Bueno, Julio [1 ,2 ]
Feliz, Luis [1 ]
Baca-Bocanegra, Berta [2 ]
Miguel Hernandez-Hierro, Jose [2 ]
Jose Heredia, Francisco [2 ]
Manuel Barroso, Joao [1 ]
Elisa Rato, Ana [1 ]
机构
[1] Univ Evora, Dept Fitotecnia, Inst Ciencias Agr & Ambientais Mediterran, Apartado 94, P-7002554 Evora, Portugal
[2] Univ Seville, Fac Farm, Food Colour & Qual Lab, Area Nutr & Bromatol, E-41012 Seville, Spain
关键词
Near infrared hyperspectral imaging; Walnuts; Chemometrics; Discriminant analysis; FT-NIR; Portable MicroNIR; REGIA L. CULTIVARS; CHEMICAL-COMPOSITION; IMAGE; GRAPES; RED;
D O I
10.1016/j.talanta.2019.120189
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Walnut fruit (Juglans regia L.) is an internationally well-known product with an important tradition of consumption. Its health benefits and economic importance in the food industry make this nut an interesting research topic. In this feasibility study, 200 walnut samples of 5 different varieties were collected and their near infrared (NIR) spectra were recorded with 3 different devices: a benchtop Fourier transform near infrared (FT-NIR) spectrograph, a dispersive hyperspectral imaging camera and a portable NIR dispersive spectrograph. Discriminant analyses were applied and different methods for the varietal discrimination of walnuts were obtained and compared. Up to 96 and 84% of correct identification were respectively obtained in internal (training set) and external validations. Better results were obtained covering the entire shell surface than collecting a unique random spectrum per sample. Moreover, FT-NIR and hyperspectral tools produced classification models with a lower classification error in internal and external validations than the portable NIR one.
引用
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页数:7
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