• Spectroscopy and Spectral Analysis
  • Vol. 40, Issue 10, 3298 (2020)
Bin JIANG, Mei-xia QU, Qing-wei LI, Shu-hua CAO, and Yun-peng ZHONG
Author Affiliations
  • School of Mechanical, Electrical & Information Engineering, Shandong University, Weihai, Weihai 264209, China
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    DOI: 10.3964/j.issn.1000-0593(2020)10-3298-05 Cite this Article
    Bin JIANG, Mei-xia QU, Qing-wei LI, Shu-hua CAO, Yun-peng ZHONG. Study on Spectra Decomposition of White Dwarf Main-Sequence Binary Stars Based on Generation Antagonistic Network[J]. Spectroscopy and Spectral Analysis, 2020, 40(10): 3298 Copy Citation Text show less
    Network structure diagram
    Fig. 1. Network structure diagram
    WDMS spectra before processing
    Fig. 2. WDMS spectra before processing
    M-star template spectra
    Fig. 3. M-star template spectra
    White dwarf template spectra
    Fig. 4. White dwarf template spectra
    Decomposed WDMS spectra
    Fig. 5. Decomposed WDMS spectra
    Comparisons of decomposition results
    Fig. 6. Comparisons of decomposition results
    Distribution of variance
    Fig. 7. Distribution of variance
    netlayerneuronsactivation function
    Qinput16 220ReLU
    Qhidden_14 096ReLU
    Qhidden_21 024ReLU
    Qhidden_3512ReLU
    Qoutput256Sigmoid
    Pa, Pbinput256ReLU
    Pa, Pbhidden_14 096ReLU
    Pa, Pbhidden_21 024ReLU
    Pa, Pbhidden_3512ReLU
    Pa, Pboutput256Sigmoid
    Da, Dbinput16 220ReLU
    Da, Dbhidden1 024ReLU
    Da, Dboutput1Sigmoid
    Dxinput256ReLU
    Dxhidden128ReLU
    Dxoutput1Sigmoid
    Table 1. The structure of the network model
    plate, MJD, fiberidχ2
    WDtemp
    χ2
    Mtemp
    Net
    WDtemp
    Net M
    temp
    0313-51673-054316 0003 20016 0003 300
    0335-52000-048919 0003 80018 0003 900
    0350-51691-000716 0003 80016 0004 000
    0352-51789-004535 0002 80035 0002 700
    0360-51816-018514 0003 80014 0004 000
    0421-51821-046316 0003 30016 0003 100
    0434-51885-042115 0003 00014 0003 000
    0438-51884-063450 0003 70050 0003 500
    0452-51911-006715 0002 90015 0002 800
    0473-51929-002350 0003 60050 0003 500
    Table 2. The comparison of the two methods
    Bin JIANG, Mei-xia QU, Qing-wei LI, Shu-hua CAO, Yun-peng ZHONG. Study on Spectra Decomposition of White Dwarf Main-Sequence Binary Stars Based on Generation Antagonistic Network[J]. Spectroscopy and Spectral Analysis, 2020, 40(10): 3298
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