Detection of anthocyanin content in fresh Zijuan tea leaves based on hyperspectral imaging
Anthocyanins are characteristic substances that determine the leaf color and sensory quality of Zijuan tea. The qualitative determination of anthocyanin content in fresh Zijuan tea leaves by artificial vision may lead to the uneven quality of tea products. Hyperspectral images at 400–956 nm were obt...
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Veröffentlicht in: | Food control 2023-10, Vol.152, p.109839, Article 109839 |
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Zusammenfassung: | Anthocyanins are characteristic substances that determine the leaf color and sensory quality of Zijuan tea. The qualitative determination of anthocyanin content in fresh Zijuan tea leaves by artificial vision may lead to the uneven quality of tea products. Hyperspectral images at 400–956 nm were obtained. K-nearest neighbor (KNN) and support vector machine (SVM) models were used to identify the tenderness grade, and partial least squares regression (PLSR) and support vector regression (SVR) models were established based on principal component analysis for prediction. In short, the classification accuracy of the SVM model was better than 90%; variable combination population analysis (VCPA) and variables combination population analysis combined with iterative retained information variable (VCPA-IRIV) can effectively simplify the model and the prediction accuracy is over than 0.92. The best predictive models of total anthocyanins, Cya-3,5-O-diglucoside, Cya-3-O-glucoside, and petunidin were VCPA + SVR, VCPA-IRIV + SVR, VCPA-IRIV + PLSR, and VCPA + PLSR, and the relative percent deviation were 3.233, 2.868, 3.529 and 3.298, respectively. The total anthocyanins were visualized by the spatial distribution of anthocyanins in samples with different tenderness. This study provided a rapid nondestructive method of fresh Zijuan tea leaf tenderness grade and quality components to control the quality of fresh leaf picking of tea with specific leaf color.
•Anthocyanin content in fresh Zijuan tea leaves is related to tenderness.•The total anthocyanins with tenderness grade rise after the first to fall.•Classify fresh Zijuan tea leaves with different tenderness in 100%.•The relative percent deviation of optimal prediction models is greater than 2.0.•Visualization of total anthocyanins in fresh Zijuan tea leaves. |
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ISSN: | 0956-7135 1873-7129 |
DOI: | 10.1016/j.foodcont.2023.109839 |