Nondestructive Determinations of Texture and Quality of Preserved Egg Gel by Hyperspectral Method

被引:0
|
作者
Chen Yuan-zhe [1 ]
Wang Qiao-hua [1 ,2 ]
Tian Wen-qiang [1 ]
Xu Bu-yun [1 ]
Hu Jian-chao [1 ]
机构
[1] Huazhong Agr Univ, Coll Engn, Wuhan 430070, Peoples R China
[2] Minist Agr & Rural Affairs, Key Lab Agr Equipment Midlower Yangtze River, Wuhan 430070, Peoples R China
关键词
Preserved eggs; Textural feature; Two-dimensional correlation; Hyperspectral technique;
D O I
10.3964/j.issn.1000-0593(2022)06-1985-08
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
As an important quality parameter, texture can significantly affect the gelatin quality of preserved eggs. There is no effectively rapid detection method at present. In this study, hyperspectral imaging technology was used to predict preserved eggs' textural characteristics and classify different qualities. Hyperspectral data of high-quality eggs, qualified eggs and unqualified eggs were collected. The original spectra were transformed by single and combined transformation to analyze the correction between one-dimensional spectral and textural hardness and springiness. It was found that the spectral reflectance after CR-FD transformation was most correlated with the hardness and springiness of the gel texture, and the maximum values were 0. 882, 0. 86 5 at 683, 715 nm, respectively; The hardness and springiness were taken as disturbance factors to explore the optimal research area of the hardness and springiness, the results showed that : When hardness was used as disturbance factor, autocorrelation peaks existed at 476, 539, 647, 672, 728 and 851 nm, Spectral signals at 483, 572, 657, 739 and 826 nm were more sensitive to springiness value. Therefore, two sensitive bands, 476 similar to 851 and 483 similar to 826 nm, were finally selected as the study regions for gel hardness and springiness, respectively. Comparing five different variable selection methods(SPA, CARS, GA, PSO and UVE) , it was found that PSO-PLSR model had the highest detection accuracy : theR(p)(2) and RMSEP for predicted hardness were 0. 826 and 0. 874 with an RPD of 2. TheR(p)(2) and RMSEP for predicted springiness were 0. 886 and 0. 402 with an RPD of 1. 9. Three different classifiers were used to predict preserved eggs, and the classification accuracy of high-quality eggs, qualified eggs and unqualified eggs reached 97% , 92% and 100% , respectively. The accuracy and generalization ability of the PLS-DA model were better than the BP and RF model based on the confusion matrix and ROC curves of prediction results. In conclusion, the hyperspectral technique can be used to predict preserved eggs' textural characteristics and classify different quality of preserved eggs.
引用
收藏
页码:1985 / 1992
页数:8
相关论文
共 10 条
  • [1] Effects of tea polyphenol and Ca(OH)2 on the intermolecular forces and mechanical, rheological, and microstructural characteristics of duck egg white gel
    Ai, Minmin
    Zhou, Quan
    Guo, Shanguang
    Ling, Ziting
    Zhou, Ledan
    Fan, Hong
    Cao, Yuanyuan
    Jiang, Aimin
    [J]. FOOD HYDROCOLLOIDS, 2019, 94 : 11 - 19
  • [2] Nondestructive Detection of the Gel State of Preserved Eggs Based on Dielectric Impedance
    Li, Cheng-Han
    Hsieh, Chun-Hung
    Hung, Cheng-Chu
    Cheng, Ching-Wei
    [J]. FOODS, 2021, 10 (02) : 1 - 13
  • [3] Hyperspectral Model Optimization for Tenderness of Chilled Tan-Sheep Mutton Based on IVISSA
    Liu Gui-shan
    Zhang Chong
    Fan Nai-yun
    Cheng Li-Juan
    Yu Jiang-yong
    Yuan Rui-rui
    [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40 (08) : 2558 - 2563
  • [4] [刘龙 Liu Long], 2012, [华中农业大学学报, Journal of Huazhong Agricultural University], V31, P524
  • [5] Application of Deep Learning in Fruit Quality Detection and Grading
    Tian Y.
    Wu W.
    Lu S.
    Deng H.
    [J]. Shipin Kexue/Food Science, 2021, 42 (19): : 260 - 270
  • [6] Nondestructive testing and grading of preserved duck eggs based on machine vision and near-infrared spectroscopy
    Wang Q.
    Mei L.
    Ma M.
    Gao S.
    Li Q.
    [J]. Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2019, 35 (24): : 314 - 321
  • [7] Anion and Solvent Derived Morphology Controlling and Properties of β-FeOOH and α-Fe2O3
    Wang, Tao
    Zhao, Yue
    Song, Tong
    Li, Ju Ping
    Yang, Ping
    [J]. JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2019, 19 (12) : 8036 - 8044
  • [8] Xi-long XUAN, 2017, J ANHUI SCI TECHNOLO, V31, P38
  • [9] Analysis of Gel Formation and Color Change during the Processing of Yellow Preserved Eggs in Sansui, Guizhou
    Yu P.
    Wang X.
    Xu W.
    Liu L.
    Yang L.
    Chen Y.
    Nie Q.
    Yang W.
    Yao B.
    [J]. Shipin Kexue/Food Science, 2021, 42 (19): : 65 - 73
  • [10] [张小敏 Zhang Xiaomin], 2021, [农业机械学报, Transactions of the Chinese Society for Agricultural Machinery], V52, P232