• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 6, 1985 (2022)
Yuan-zhe CHEN*, Qiao-hua WANG1; 2; *;, Wen-qiang TIAN1;, Bu-yun XU1;, and Jian-chao HU1;
Author Affiliations
  • 1. College of Engineering, Huazhong Agricultural University, Wuhan 430070, China
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    DOI: 10.3964/j.issn.1000-0593(2022)06-1985-08 Cite this Article
    Yuan-zhe CHEN, Qiao-hua WANG, Wen-qiang TIAN, Bu-yun XU, Jian-chao HU. Nondestructive Determinations of Texture and Quality of Preserved Egg Gel by Hyperspectral Method[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1985 Copy Citation Text show less
    Samples of preserved eggs in different qualities
    Fig. 1. Samples of preserved eggs in different qualities
    Hyperspectral imaging system1: Computer; 2: Dark box; 3: Lights; 4: Lens;5: CCD camera; 6: Spectrograph; 7: Stepper motor
    Fig. 2. Hyperspectral imaging system
    1: Computer; 2: Dark box; 3: Lights; 4: Lens;5: CCD camera; 6: Spectrograph; 7: Stepper motor
    Original (a) and mean (b) spectra of egg samples
    Fig. 3. Original (a) and mean (b) spectra of egg samples
    Parameter statistics of gel texture
    Fig. 4. Parameter statistics of gel texture
    Correlation between hardness and spectral data transfer (a), correlation between springiness and spectral data transfer (b)
    Fig. 5. Correlation between hardness and spectral data transfer (a), correlation between springiness and spectral data transfer (b)
    (a) Two-dimensional correlation synchronization spectra of texture properties of preserved egg gel, (b) 3D stereo plots, (c) Autocorrelation spectra
    Fig. 6. (a) Two-dimensional correlation synchronization spectra of texture properties of preserved egg gel, (b) 3D stereo plots, (c) Autocorrelation spectra
    Hardness characteristic wavelength distribution (a), springiness characteristic wavelength distribution (b)
    Fig. 7. Hardness characteristic wavelength distribution (a), springiness characteristic wavelength distribution (b)
    Scatter plot of textural hardness prediction (a), scatter plot of springiness prediction (b)
    Fig. 8. Scatter plot of textural hardness prediction (a), scatter plot of springiness prediction (b)
    Confusion matrix of prediction results and ROC curves of different models
    Fig. 9. Confusion matrix of prediction results and ROC curves of different models
    质构指标硬度/N弹性/%
    最大相关系数波长范围/nm最大相关系数波长范围/nm
    光谱MSC变换-0.832541~7780.714450~523
    光谱CR变换-0.871537~8030.782450~519
    光谱FD变换0.813541~601, 652~731, 742~753, 802~8420.862472~491, 517~603, 654~821, 846~950
    光谱CR-FD变换0.882541~599, 654~726, 728~741, 799~8400.862474~490, 513~599, 657~825, 851~950
    Table 1. Maximum correlation coefficient and sensitive band of texture properties of preserved egg gel
    质构指标降维方法波长数量因子数校正集预测集RPD
    Rc2RMSECRp2RMSEP
    硬度/N434200.7320.9850.6931.3271.7
    SPA980.7820.8460.7231.1051.6
    CARS25120.8230.8930.7860.8761.8
    GA1180.7670.7540.7450.9431.7
    PSO20100.8720.8150.8260.8742.0
    UVE19130.8341.1640.8041.2541.8
    弹性/%434190.7520.3570.7310.4861.8
    SPA870.8360.3640.7920.4351.6
    CARS25180.8750.2480.8480.3562
    GA26100.8430.3720.8230.4171.9
    PSO23120.9260.3180.8860.4021.9
    UVE22130.8340.3670.8150.4761.8
    Table 2. Prediction results of PLSR models for hardness and springiness of preserved egg
    Yuan-zhe CHEN, Qiao-hua WANG, Wen-qiang TIAN, Bu-yun XU, Jian-chao HU. Nondestructive Determinations of Texture and Quality of Preserved Egg Gel by Hyperspectral Method[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1985
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