• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 4, 1092 (2022)
Yue YU, Hai-ye YU, Xiao-kai LI, Hong-jian WANG, Shuang LIU, Lei ZHANG, and Yuan-yuan SUI*;
Author Affiliations
  • School of Biological and Agricultural Engineering, Jilin University, Changchun 130022, China
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    DOI: 10.3964/j.issn.1000-0593(2022)04-1092-06 Cite this Article
    Yue YU, Hai-ye YU, Xiao-kai LI, Hong-jian WANG, Shuang LIU, Lei ZHANG, Yuan-yuan SUI. Hyperspectral Inversion Model for SPAD of Rice Leaves Based on Optimized Spectral Index[J]. Spectroscopy and Spectral Analysis, 2022, 42(4): 1092 Copy Citation Text show less
    Diagram of NAOC spectral index
    Fig. 1. Diagram of NAOC spectral index
    Reconstructed reflectance spectra of L1-L6 layers by wavelet analysis
    Fig. 2. Reconstructed reflectance spectra of L1-L6 layers by wavelet analysis
    Isopotential diagram of correlation coefficient between optimized and transformed spectral indices and SPAD of rice leaves
    Fig. 3. Isopotential diagram of correlation coefficient between optimized and transformed spectral indices and SPAD of rice leaves
    Scatter plots of prediction results(a): PLSR; (b): SVM; (c): BP
    Fig. 4. Scatter plots of prediction results
    (a): PLSR; (b): SVM; (c): BP
    名称计算公式皮尔森线性
    相关系数
    RVIR800/R6700.529
    DVIR800-R6700.593
    NDVI(R800-R670)/(R800+R670)0.618
    TVI0.5[120(R750-R550)-200(R670-R550)]0.412
    GNDVI(R800-R550)/(R800+R550)0.389
    SAVI(1+L)(R800-R670)/(R800+R670+L)0.574
    MCARI(R700-R670)-0.2(R700-R550)(R700/R670)0.687
    MTCI(R750-R710)/(R710-R680)0.561
    Table 1. Eight common dual wavelength spectral indices and their linear correlation coefficients with SPAD of rice leaves
    建模集验证集
    样本量R2NRMSE/%样本量R2NRMSE/%
    PLSR400.801 75.304 2200.826 85.213 9
    SVM400.793 35.279 5200.809 05.209 9
    BP神经网络400.842 65.152 7200.857 04.829 9
    Table 2. Inversion results of three modeling methods
    Yue YU, Hai-ye YU, Xiao-kai LI, Hong-jian WANG, Shuang LIU, Lei ZHANG, Yuan-yuan SUI. Hyperspectral Inversion Model for SPAD of Rice Leaves Based on Optimized Spectral Index[J]. Spectroscopy and Spectral Analysis, 2022, 42(4): 1092
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