• Spectroscopy and Spectral Analysis
  • Vol. 40, Issue 11, 3530 (2020)
Zong-bao SUN*, Li-ming LIANG, Jun-kui LI, Xiao-bo ZOU, Xiao-yu LIU, and Tian-zhen WANG
Author Affiliations
  • School of Food and Biological Engineering, Jiangsu University, Zhenjiang 212013, China
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    DOI: 10.3964/j.issn.1000-0593(2020)11-3530-07 Cite this Article
    Zong-bao SUN, Li-ming LIANG, Jun-kui LI, Xiao-bo ZOU, Xiao-yu LIU, Tian-zhen WANG. Identification of Chilled and Frozen-Thawed Salmon Based on Hyperspectral Imaging Technology[J]. Spectroscopy and Spectral Analysis, 2020, 40(11): 3530 Copy Citation Text show less
    The flow chart of sample preparation
    Fig. 1. The flow chart of sample preparation
    Hyperspectral imaging system
    Fig. 2. Hyperspectral imaging system
    Raw (a) and average spectra (b) of chilled and frozen-thawed salmon samples
    Fig. 3. Raw (a) and average spectra (b) of chilled and frozen-thawed salmon samples
    Wavelength selection results of CARS
    Fig. 4. Wavelength selection results of CARS
    Wavelength selection results of SPA(a): Characteristic wavelength screening;(b): Selected characteristic wavelength
    Fig. 5. Wavelength selection results of SPA
    (a): Characteristic wavelength screening;(b): Selected characteristic wavelength
    The first three principal component images (PC1, PC2, PC3 in turn from left to right)
    Fig. 6. The first three principal component images (PC1, PC2, PC3 in turn from left to right)
    预处理
    方法
    BPANN识别率/%LDA识别率/%ELM识别率/%RF识别率/%
    校正集测试集校正集测试集校正集测试集校正集测试集
    Raw93.3391.6794.1786.6794.1790.0092.5086.67
    1st Der91.6786.6795.0091.6793.3388.3389.1781.67
    2nd Der88.3385.0090.8386.6795.0090.0091.6783.33
    MSC93.3390.0095.8388.3396.6793.3393.3390.00
    SNVT95.0091.6792.5090.0094.1791.6794.1791.67
    N93.3391.6791.6786.6793.3388.3392.5088.33
    MC95.0093.3393.3391.6791.6786.6788.3385.00
    Table 1. Identification results of chilled and frozen-thawed salmon based on full spectrum variables
    变量模型模型识别率/%
    校正集测试集
    纹理BPANN81.6771.67
    LDA77.5075.00
    ELM83.3378.33
    RF81.6776.67
    光谱+纹理BPANN95.8390.00
    LDA94.1788.33
    ELM96.6791.67
    RF91.6788.33
    Table 3. Identification results of chilled and frozen-thawed salmon based on spectral and texture information
    变量模型模型识别率/%
    校正集测试集
    光谱BPANN93.3388.33
    LDA89.1786.67
    ELM97.5091.67
    RF93.3385.00
    纹理BPANN71.6763.33
    LDA69.1765.00
    ELM75.8366.67
    RF77.5071.67
    光谱+纹理BPANN88.3383.33
    LDA81.6776.67
    ELM94.1790.00
    RF85.8381.67
    Table 4. Identification results of frozen-thawed times of salmon based on spectral and texture information
    Zong-bao SUN, Li-ming LIANG, Jun-kui LI, Xiao-bo ZOU, Xiao-yu LIU, Tian-zhen WANG. Identification of Chilled and Frozen-Thawed Salmon Based on Hyperspectral Imaging Technology[J]. Spectroscopy and Spectral Analysis, 2020, 40(11): 3530
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