Spectroscopy and Spectral Analysis, Volume. 42, Issue 5, 1471(2022)

Research on Data Migration Modeling Method for Bending Strength of Solid Wood Based on SWCSS-GFK-SVM

Jin-hao CHEN*, Da-peng JIANG, Yi-zhuo ZHANG*;, and Ke-qi WANG*;
Author Affiliations
  • College of Mechanical and Electrical Engineering, Northeast Forestry University, Harbin 150040, China
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    Figures & Tables(14)
    Spectra of master instrument
    Spectra of slave instrument
    Process of SWCSS-GFK-SVM prediction model
    Master data treated by S-G and SNV preprocessing methods
    Slave data treated by the S-G and SNV preprocessing methods
    Slave data after preprocessing and segmenting
    SWCSS-GFK-SVM model optimized by grid search method
    DS-PLS NIR calibration transfer method
    DS-SWCSS-GFK-GVM NIR calibration transfer method
    PDS-PLS NIR calibration transfer method
    PDS-SWCSS-GFK-GVM calibration transfer
    PDS-GFK-GVM calibration transfer
    • Table 1. A comparison of spectrometer equipment parameters

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      Table 1. A comparison of spectrometer equipment parameters

      仪器型号One-chipNIRQuest512
      公司INSIONOcean Optics
      分辨率<16 nm<3 nm
      入口光纤芯径300 μm300 μm
      光谱波长范围900~1 850 nm900~1 700 nm
      体积54 mm×35 mm×21 mm67 mm×36 mm×22 mm
    • Table 2. Analysis of modeling results based on different calibration transfer methods

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      Table 2. Analysis of modeling results based on different calibration transfer methods

      模型校正集
      Rc
      校正集
      RMSEC
      预测集
      Rp
      预测集
      RMSEP
      PDS-PLS0.9397.4130.81222.374
      DS-PLS0.9298.3320.79318.575
      PDS-GFK-SVM0.9754.7400.82917.853
      DS-SWCSS-GFK-SVM0.9735.0300.84612.509
      PDS-SWCSS-GFK-SVM0.9893.0540.87511.975
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    Jin-hao CHEN, Da-peng JIANG, Yi-zhuo ZHANG, Ke-qi WANG. Research on Data Migration Modeling Method for Bending Strength of Solid Wood Based on SWCSS-GFK-SVM[J]. Spectroscopy and Spectral Analysis, 2022, 42(5): 1471

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    Paper Information

    Category: Research Articles

    Received: Apr. 23, 2021

    Accepted: --

    Published Online: Nov. 10, 2022

    The Author Email: Jin-hao CHEN (jinhaochen@vip.sina.com)

    DOI:10.3964/j.issn.1000-0593(2022)05-1471-07

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