Spectroscopy and Spectral Analysis, Volume. 41, Issue 9, 2962(2021)

Classification Method of Liquor Quality Based on Time and Frequency Spectrum Characteristics

Hai-jiang ZHU1、*, Hao TANG1、1;, Jing-xian SUN1、1;, and Zhen-xia DU2、2;
Author Affiliations
  • 11. College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
  • 22. College of Chemistry, Beijing University of Chemical Technology, Beijing 100029, China
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    Figures & Tables(13)
    The ion mobility spectra of real liquor and liquor with different proportion of alcohol
    The time domain characteristic peak
    The frequency domain response curve of ion mobility spectrum
    The spectral entropy time diagram of liquor samples(a): Real liquor; (b): Liquor added with 10% alcohol; (c): Liquor added with 20% alcohol; (d): Liquor added with 30% alcohol; (e): Liquor added with 40% alcohol; (f): Liquor added with 50% alcohol
    The contribution rate of features after dimension reduction using PCA
    The contribution rate of features after dimension reduction using LDA
    The optimization results of parameter C in SVM binary classification experiment
    The optimization results of parameter gamma in SVM binary classification experiment
    The optimization results of parameter C in SVM six classification experiment
    The optimization results of parameter gamma in SVM six classification experiment
    • Table 1. The comparison of experimental results of classification methods

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      Table 1. The comparison of experimental results of classification methods

      分类器二分类准确率/%六分类准确率/%
      逻辑回归(LRM)分类10033.33
      模糊C均值分类(FCM)10080.66
      K近邻分类(KNN)10091.70
      支持向量机(SVM)10099.70
    • Table 2. The performance comparison of four classifiers

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      Table 2. The performance comparison of four classifiers

      分类器Macro F1Micro F1
      LRM15.87%33.33%
      FCM34.14%80.66%
      KNN26.98%83.33%
      SVM28.57%100%
    • Table 3. The comparison of running time of four classifiers

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      Table 3. The comparison of running time of four classifiers

      分类器计算时间/s
      LRM0.784
      FCM0.558
      KNN0.221
      SVM2.834
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    Hai-jiang ZHU, Hao TANG, Jing-xian SUN, Zhen-xia DU. Classification Method of Liquor Quality Based on Time and Frequency Spectrum Characteristics[J]. Spectroscopy and Spectral Analysis, 2021, 41(9): 2962

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    Paper Information

    Category: Research Articles

    Received: Aug. 27, 2020

    Accepted: --

    Published Online: Oct. 29, 2021

    The Author Email: ZHU Hai-jiang (zhuhj@mail.buct.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2021)09-2962-07

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