• Laser & Optoelectronics Progress
  • Vol. 58, Issue 16, 1630001 (2021)
Mengran Zhou, Cheng Wang*, Feng Hu, Wenhao Lai, and Kai Bian
Author Affiliations
  • College of Electrical and Information Engineering, Anhui University of Science and Technology, Huainan, Anhui 232001, China
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    DOI: 10.3788/LOP202158.1630001 Cite this Article Set citation alerts
    Mengran Zhou, Cheng Wang, Feng Hu, Wenhao Lai, Kai Bian. Clustering Algorithm Combined with LIF Technology for Wine Identification[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1630001 Copy Citation Text show less
    Schematic of LIF system
    Fig. 1. Schematic of LIF system
    Spectra of wine sample C under different Vr. (a) Vr in first stage; (b) Vr in second stage
    Fig. 2. Spectra of wine sample C under different Vr. (a) Vr in first stage; (b) Vr in second stage
    Spectra of different wine samples
    Fig. 3. Spectra of different wine samples
    Spectral comparison for different wine samples at 450--650nm. (a) Samples B and C; (b) samples C and D
    Fig. 4. Spectral comparison for different wine samples at 450--650nm. (a) Samples B and C; (b) samples C and D
    Recognition effect of K-means algorithm
    Fig. 5. Recognition effect of K-means algorithm
    Recognition effects of self-organizing competition network testing set. (a) The third recognition effect; (b) the fifth recognition effect
    Fig. 6. Recognition effects of self-organizing competition network testing set. (a) The third recognition effect; (b) the fifth recognition effect
    Recognition effect of SOM neural network
    Fig. 7. Recognition effect of SOM neural network
    Recognition effect of 5×1 SOM neural network
    Fig. 8. Recognition effect of 5×1 SOM neural network
    Cluster pedigree
    Fig. 9. Cluster pedigree
    SetAccuracy rate /%
    Training99.34
    Test99.63
    Table 1. Classification accuracy rates of training and test sets
    AlgorithmAverage recognitionrate /%
    K-means algorithm100
    Self-organizing competitive network99.34
    SOM neural network100
    Table 2. Performance comparison among clustering algorithms
    Mengran Zhou, Cheng Wang, Feng Hu, Wenhao Lai, Kai Bian. Clustering Algorithm Combined with LIF Technology for Wine Identification[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1630001
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