• Acta Optica Sinica
  • Vol. 41, Issue 10, 1030004 (2021)
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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    DOI: 10.3788/AOS202141.1030004 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Flow chart of ICSO-SVM algorithm
    Fig. 1. Flow chart of ICSO-SVM algorithm
    Fluorescence spectrum of methanol. (a) Three-dimensional fluorescence spectrum; (b) contour map of solution
    Fig. 2. 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
    Fig. 3. 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
    Fig. 4. 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
    Fig. 5. 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
    Fig. 6. Sample classification results of two optimization algorithms. (a) ICSO-SVM sample classification; (b)PSO-SVM sample classification
    ModelClassification accuracy /%Optimum fitness value /%Number of stable iterations
    ICSO-SVM100.000093.93942
    PSO-SVM97.058885.294138
    Table 1. Classification results of mixed hormone sample solution
    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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