Acta Optica Sinica, Volume. 41, Issue 10, 1030004(2021)

Classification and Identification of Sex Hormones by Three-Dimensional Fluorescence Spectroscopy Combined with ICSO-SVM

Shutao Wang, Shujie Zhan*, Shiyu Liu, and Jingkun Zhang
Author Affiliations
  • Key Laboratory of Measurement Technology and Instrumentation, School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China
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    Figures & Tables(7)
    Flow chart of ICSO-SVM algorithm
    Fluorescence spectrum of methanol. (a) Three-dimensional fluorescence spectrum; (b) contour map of solution
    Fluorescence spectra of oestrone, estradiol, and estriol solutions. (a) Three-dimensional fluorescence spectra; (b) contour maps of solution
    Fluorescence spectra of different mixed solutions. (a) Three-dimensional fluorescence spectra; (b) contour maps of solution
    Fitness curves of two optimization algorithms. (a) ICSO-SVM fitness curve; (b) PSO-SVM fitness curve
    Sample classification results of two optimization algorithms. (a) ICSO-SVM sample classification; (b)PSO-SVM sample classification
    • Table 1. Classification results of mixed hormone sample solution

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      Table 1. Classification results of mixed hormone sample solution

      ModelClassification accuracy /%Optimum fitness value /%Number of stable iterations
      ICSO-SVM100.000093.93942
      PSO-SVM97.058885.294138
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    Shutao Wang, Shujie Zhan, Shiyu Liu, Jingkun Zhang. Classification and Identification of Sex Hormones by Three-Dimensional Fluorescence Spectroscopy Combined with ICSO-SVM[J]. Acta Optica Sinica, 2021, 41(10): 1030004

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    Paper Information

    Category: Spectroscopy

    Received: Nov. 2, 2020

    Accepted: Dec. 30, 2020

    Published Online: May. 8, 2021

    The Author Email: Shujie Zhan (390174886@qq.com)

    DOI:10.3788/AOS202141.1030004

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