Visible-NIR spectroscopy as a tool for varietal discrimination and characterisation of the harvest stage in apples
Bertrand D. and Laurens F.
5th International Postharvest Symposium . Volume of Abstract . Verona, Italy 6-11 June 2004, p.116
2004
บทคัดย่อ
The raw spectral data were processed by principal component analysis (PCA) and stepwise discriminant analysis (SDA), in order to classify the fruits according to their varieties or their maturity stages. SDA were achieved using a cross validation procedure. In 8 independent cross-validation tests, more than 90% of the fruits were correctly classified in their actual varieties. The spectral absorption bands which played a major role in the discrimination were detected at 454, 537, 669 and 1925 nm. In the same way, SDA was applied on the whole collection in order to discriminate the degree of maturity of the fruits. In cross validation tests, about 260 fruits among 300 were correctly classified according to their actual maturity stage but the accuracy of the discrimination varied from one variety to another.
In further study, it would therefore be interesting to perform SDA separately on each variety. The study showed the interest of NIR spectroscopy as a rapid method for the characterisation of the ripeness of apples. Further data processing will be achieved on the sole NIR range, in order to avoid using chlorophyll as a marker of maturity.