Determination of total flavonoid and polysaccharide content in Anoectochilus formosanus in response to different light qualities using hyperspectral imaging

被引:8
作者
Chu, Xuan [1 ]
Li, Rui [1 ]
Wei, Hongyu [1 ]
Liu, Hongli [1 ]
Mu, Yinghui [2 ]
Jiang, Hongzhe [3 ]
Ma, Zhiyu [1 ]
机构
[1] Zhongkai Univ Agr & Engn, Coll Mech & Elect Engn, Guangzhou 510225, Peoples R China
[2] South China Agr Univ, Coll Agr, Guangzhou 510642, Peoples R China
[3] Nanjing Forestry Univ, Coll Mech & Elect Engn, Nanjing 210037, Peoples R China
关键词
Total flavonoid content; Total polysaccharide content; Anoectochilus formosanus; Effective wavelengths; Vis; NIR hyperspectral image; NEAR-INFRARED SPECTROSCOPY; LEAVES; CHEMOMETRICS; IDENTIFICATION; SUGAR;
D O I
10.1016/j.infrared.2022.104098
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
This study demonstrated the capability of Vis/NIR hyperspectral imaging (400-1000 nm) in determining total flavonoid (TF) and total polysaccharide (TP) content in Anoectochilus formosanus that were cultivated in different light quality environments. We extracted spectra from the whole leaf (the control) and four zones (leaf tip, margin, middle and base) respectively. Partial least squares regression (PLSR) and support vector machine regression (SVMR) were used for building prediction models using the full spectral range. PLSR models outperformed SVMR models with determination of the coefficients of calibration (R(2)c) and validation (R(2)v) being over 0.9982 and the residual predictive deviations (RPD) being over 23.21. Comparing to the model for the control, the models for the four zones achieved similar performance; the model for the middle zone achieved slightly better performance than models for the other three zones (R(2)v = 0.9974, RMSEV = 0.14, RPD = 18.04 for TF; and R(2)v = 0.9982, RMSEV = 0.20, RPD = 23.56 for TP). We further selected effective wavelengths through the correlation coefficients between single wavelength, dual-wavelength combinations and measured content of TF and TP to simplify prediction models. New PLSR models were built based on the effective wavelengths with R2v, RMSEV and RPD of 0.8990, 0.85 and 3.07 for TF, and 0.8842, 1.71 and 2.79 for TP. Obtained results showed that hyperspectral imaging is promising for rapid and accurate determination of TF content and TP content in A. formosanus based on the PLSR models and the identified effective wavelengths.
引用
收藏
页数:9
相关论文
共 52 条
  • [1] Asahishinbun, 1997, AS ENC WORLD PLANTS, V9, P243
  • [2] Preliminary evaluation of the application of the ftir spectroscopy to control the geographic origin and quality of virgin olive oils
    Bendini, Alessandra
    Cerretani, Lorenzo
    Di Virgilio, Fabio
    Belloni, Paolo
    Bonoli-Carbognin, Matteo
    Lercker, Giovanni
    [J]. JOURNAL OF FOOD QUALITY, 2007, 30 (04) : 424 - 437
  • [3] Feasibility study for the surface prediction and mapping of phytonutrients in minimally processed rocket leaves (Diplotaxis tenuifolia) during storage by hyperspectral imaging
    Chaudhry, Muahmmad M. A.
    Amodio, Maria L.
    Amigo, Jose M.
    de Chiara, Maria L., V
    Babellahi, Farahmand
    Colelli, Giancarlo
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2020, 175
  • [4] Hyperspectral Imaging and Chemometrics for Nondestructive Quantification of Total Volatile Basic Nitrogen in Pacific Oysters (Crassostrea gigas)
    Chen, Lipin
    Li, Zhaojie
    Yu, Fanqianhui
    Zhang, Xu
    Xue, Yong
    Xue, Changhu
    [J]. FOOD ANALYTICAL METHODS, 2019, 12 (03) : 799 - 810
  • [5] Predicting the anthocyanin content of wine grapes by NIR hyperspectral imaging
    Chen, Shanshan
    Zhang, Fangfang
    Ning, Jifeng
    Liu, Xu
    Zhang, Zhenwen
    Yang, Shuqin
    [J]. FOOD CHEMISTRY, 2015, 172 : 788 - 793
  • [6] Quantification of total polysaccharides and triterpenoids in Ganoderma lucidum and Ganoderma atrum by near infrared spectroscopy and chemometrics
    Chen, Yi
    Xie, Mingyong
    Zhang, Hui
    Wang, Yuanxing
    Nie, Shaoping
    Li, Chang
    [J]. FOOD CHEMISTRY, 2012, 135 (01) : 268 - 275
  • [7] Chinese Pharmacopoeia Commission, 2015, Chinese Pharmacopoeia
  • [8] Chu X.L., 2009, PRACTICAL GUIDE INTE
  • [9] Quantitative monitoring of sucrose, reducing sugar and total sugar dynamics for phenotyping of water-deficit stress tolerance in rice through spectroscopy and chemometrics
    Das, Bappa
    Sahoo, Rabi N.
    Pargal, Sourabh
    Krishna, Gopal
    Verma, Rakesh
    Chinnusamy, Viswanathan
    Sehgal, Vinay K.
    Gupta, Vinod K.
    Dash, Sushanta K.
    Swain, Padmini
    [J]. SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2018, 192 : 41 - 51
  • [10] LED Lights Promote Growth and Flavonoid Accumulation of Anoectochilus roxburghii and Are Linked to the Enhanced Expression of Several Related Genes
    Do Thi Gam
    Phan Hong Khoi
    Pham Bich Ngoc
    Ly Khanh Linh
    Nguyen Khac Hung
    Phan Thi Lan Anh
    Nguyen Thi Thu
    Nguyen Thi Thu Hien
    Tran Dang Khanh
    Chu Hoang Ha
    [J]. PLANTS-BASEL, 2020, 9 (10): : 1 - 15