KNN algorithm and multivariate analysis to select and classify starch films

Biodegradable starch films are promising as primary food packaging, and the k-Nearest Neighbor (KNN) algorithm enables selection and classification according to pre-established parameters. Here, the KNN algorithm and principal component analysis prove to be useful tools for sorting and selecting bio...

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Veröffentlicht in:Food packaging and shelf life 2022-12, Vol.34, p.100976, Article 100976
Hauptverfasser: dos Santos Freitas, Maurício Madson, Barbosa, Jhonatas Rodrigues, dos Santos Martins, Emilly Marry, da Silva Martins, Luiza Helena, de Souza Farias, Fabricio, de Fátima Henriques Lourenço, Lúcia, da Silva e Silva, Natácia
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Sprache:eng
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Zusammenfassung:Biodegradable starch films are promising as primary food packaging, and the k-Nearest Neighbor (KNN) algorithm enables selection and classification according to pre-established parameters. Here, the KNN algorithm and principal component analysis prove to be useful tools for sorting and selecting biodegradable starch packaging. Twelve biodegradable films were produced using starch from different botanical sources by the casting method. The KNN analysis evaluated data on thickness, water vapor permeability, tensile strength, elongation, water activity, transparency, and opacity, to obtain an information bank with 36 samples. Biodegradable films are visually homogeneous, transparent, without deformation, and easy to handle. The formulation (Cassava 5%) was classified as the best film, with WVP 1.21 × 10−10 (g. m−1. s−1. Pa−1), TS 2.34 (MPa), thickness 0.193 (mm), Aw 0.408, transparency 0.55 and opacity 0.63. The KNN algorithm and principal component analysis are advanced tools for classifying and selecting biodegradable starch films. [Display omitted] •New tools to select and sort biodegradable starch biodegradable films were used.•The algorithm KNN and multivariate analysis were applied in the research.•Cassava 5 % (A5%) formulation was rated as the best biodegradable film.•KNN algorithm and PCA are effective tools for selecting biodegradable film.
ISSN:2214-2894
2214-2894
DOI:10.1016/j.fpsl.2022.100976