Detection of anthocyanin content in fresh Zijuan tea leaves based on hyperspectral imaging

被引:30
作者
Dai, Fushuang [1 ,2 ,3 ]
Shi, Jiang [2 ]
Yang, Chongshan [1 ,2 ]
Li, Yang [2 ]
Zhao, Yan [3 ]
Liu, Zhongyuan [1 ,2 ]
An, Ting [1 ,2 ]
Li, Xiaoli [4 ]
Yan, Peng [2 ]
Dong, Chunwang [1 ]
机构
[1] Shandong Acad Agr Sci, Tea Res Inst, Jinan 250100, Peoples R China
[2] Chinese Acad Agr Sci, Tea Res Inst, Hangzhou 310008, Peoples R China
[3] Shihezi Univ, Coll Mech & Elect Engn, Shihezi 832003, Peoples R China
[4] Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
关键词
Hyperspectral imaging; Zijuan tea; Chemometric method; Anthocyanin content; Tenderness; Filtering of variables; IDENTIFICATION; ADULTERATION; ANTIOXIDANT;
D O I
10.1016/j.foodcont.2023.109839
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
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.
引用
收藏
页数:11
相关论文
共 28 条
[1]   A non-destructive determination of peroxide values, total nitrogen and mineral nutrients in an edible tree nut using hyperspectral imaging [J].
Bai, Shahla Hosseini ;
Tahmasbian, Iman ;
Zhou, Jun ;
Nevenimo, Tio ;
Hannet, Godfrey ;
Walton, David ;
Randall, Bruce ;
Gama, Tsvakai ;
Wallace, Helen M. .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 151 :492-500
[2]   A rapid ATR-FTIR spectroscopic method for detection of sibutramine adulteration in tea and coffee based on hierarchical cluster and principal component analyses [J].
Cebi, Nur ;
Yilmaz, Mustafa Tahsin ;
Sagdic, Osman .
FOOD CHEMISTRY, 2017, 229 :517-526
[3]   Feasibility study on identification of green, black and Oolong teas using near-infrared reflectance spectroscopy based on support vector machine (SVM) [J].
Chen, Quansheng ;
Zhao, Jiewen ;
Fang, C. H. ;
Wang, Dongmei .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2007, 66 (03) :568-574
[4]   CARS-PLS regression and ATR-FTIR spectroscopy for eco-friendly and fast composition analyses of LDPE/HDPE blends [J].
da Silva, Daniel Jose ;
Wiebeck, Helio .
JOURNAL OF POLYMER RESEARCH, 2018, 25 (05)
[5]   Nondestructive Testing and Visualization of Catechin Content in Black Tea Fermentation Using Hyperspectral Imaging [J].
Dong, Chunwang ;
Yang, Chongshan ;
Liu, Zhongyuan ;
Zhang, Rentian ;
Yan, Peng ;
An, Ting ;
Zhao, Yan ;
Li, Yang .
SENSORS, 2021, 21 (23)
[6]   Rapid detection of catechins during black tea fermentation based on electrical properties and chemometrics [J].
Dong, Chunwang ;
Ye, Yulong ;
Yang, Chongshan ;
An, Ting ;
Jiang, Yongwen ;
Ye, Yang ;
Li, Yaqi ;
Yang, Yanqin .
FOOD BIOSCIENCE, 2021, 40
[7]   Quality classification of cooked, sliced turkey hams using NIR hyperspectral imaging system [J].
ElMasry, Gamal ;
Iqbal, Abdullah ;
Sun, Da-Wen ;
Allen, Paul ;
Ward, Paddy .
JOURNAL OF FOOD ENGINEERING, 2011, 103 (03) :333-344
[8]   Inhibitory Effect and Mechanisms of an Anthocyanins- and Anthocyanidins-Rich Extract from Purple-Shoot Tea on Colorectal Carcinoma Cell Proliferation [J].
Hsu, Chih-Ping ;
Shih, Yi-Ting ;
Lin, Bor-Ru ;
Chiu, Chui-Feng ;
Lin, Chih-Cheng .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2012, 60 (14) :3686-3692
[9]   Hyperspectral imaging for a rapid detection and visualization of duck meat adulteration in beef [J].
Jiang, Hongzhe ;
Wang, Wei ;
Zhuang, Hong ;
Yoon, Seung-Chul ;
Yang, Yi ;
Zhao, Xin .
FOOD ANALYTICAL METHODS, 2019, 12 (10) :2205-2215
[10]   Characterization and Activity of Anthocyanins in Zijuan Tea (Camellia sinensis var. kitamura) [J].
Jiang, Lihua ;
Shen, Xiaojia ;
Shoji, Toshihiko ;
Kanda, Tomomasa ;
Zhou, Jiachun ;
Zhao, Liming .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2013, 61 (13) :3306-3310