• Spectroscopy and Spectral Analysis
  • Vol. 41, Issue 1, 250 (2021)
Xiao-yan KANG1、1、*, Ai-wu ZHANG1、1, and Hai-yang PANG1、1
Author Affiliations
  • 1[in Chinese]
  • 11. Key Laboratory of 3D Information Acquisition and Application, Ministry of Education, Capital Normal University, Beijing 100048, China
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    DOI: 10.3964/j.issn.1000-0593(2021)01-0250-07 Cite this Article
    Xiao-yan KANG, Ai-wu ZHANG, Hai-yang PANG. Estimation of Grassland Aboveground Biomass From UAV-Mounted Hyperspectral Image by Optimized Spectral Reconstruction[J]. Spectroscopy and Spectral Analysis, 2021, 41(1): 250 Copy Citation Text show less
    Study area
    Fig. 1. Study area
    The sketch map of the spectral cube parametrization and the preliminary reconstruction
    Fig. 2. The sketch map of the spectral cube parametrization and the preliminary reconstruction
    Comparison between the raw spectrum (a) and the preliminarily reconstructed spectra (order 1~7 (b—h)) for a spectrum
    Fig. 3. Comparison between the raw spectrum (a) and the preliminarily reconstructed spectra (order 1~7 (b—h)) for a spectrum
    Fidelity comparison between PRS and OPRSred planes: PRS; curved surfaces: OPRS
    Fig. 4. Fidelity comparison between PRS and OPRS
    red planes: PRS; curved surfaces: OPRS
    Spectral comparison (d=3, r=25)
    Fig. 5. Spectral comparison (d=3, r=25)
    Absolute correlation coefficients [ABS(CC)] between grassland AGB and spectral variables(a): Raw spectra; (b—e): Order 1~4 PRS; (f—i): Order 1~4 OPRS
    Fig. 6. Absolute correlation coefficients [ABS(CC)] between grassland AGB and spectral variables
    (a): Raw spectra; (b—e): Order 1~4 PRS; (f—i): Order 1~4 OPRS
    PLSR models evaluation of grassland AGB prediction(a): Raw spectra; (b—e): Order 1~4 PRS; (f—i): Order 1~4 OPRS
    Fig. 7. PLSR models evaluation of grassland AGB prediction
    (a): Raw spectra; (b—e): Order 1~4 PRS; (f—i): Order 1~4 OPRS
    SpectraRp2pRMSERPDReference
    Raw0.7600.00027.772.05Fig.7(a)
    Order-1 PRS0.4730.00042.521.34Fig.7(b)
    Order-2 PRS0.5570.00037.361.52Fig.7(c)
    Order-3 PRS0.6820.00031.571.80Fig.7(d)
    Order-4 PRS0.7720.00026.772.13Fig.7(e)
    Order-1 OPRS0.1400.042101.130.56Fig.7(f)
    Order-2 OPRS0.7550.00029.191.95Fig.7(g)
    Order-3 OPRS0.8000.00025.512.23Fig.7(h)
    Order-4 OPRS0.8200.00024.682.31Fig.7(i)
    Table 1. Performance evaluation of grassland AGB (g·m-2) prediction by different spectral processing
    Xiao-yan KANG, Ai-wu ZHANG, Hai-yang PANG. Estimation of Grassland Aboveground Biomass From UAV-Mounted Hyperspectral Image by Optimized Spectral Reconstruction[J]. Spectroscopy and Spectral Analysis, 2021, 41(1): 250
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