• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 6, 1939 (2022)
Yi ZHENG1; 2; 3;, Yao WANG1; 2;, and Yan LIU1; 2; *;
Author Affiliations
  • 1. Institute of Desert Meteorology, China Meteorological Administration, Urumqi 830002, China
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    DOI: 10.3964/j.issn.1000-0593(2022)06-1939-09 Cite this Article
    Yi ZHENG, Yao WANG, Yan LIU. Study on Classification and Recognition of Mountain Meadow Vegetation Based on Seasonal Characteristics of Hyperspectral Data[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1939 Copy Citation Text show less
    Location and typical vegetation composition in study area (Tianshan Mountains marked by black border in the map)
    Fig. 1. Location and typical vegetation composition in study area (Tianshan Mountains marked by black border in the map)
    Hyperspectral images of vegetation in different periods(a): Green-up date; (b): Tillering stage; (c): Flowering phase; (d): Withering date
    Fig. 2. Hyperspectral images of vegetation in different periods
    (a): Green-up date; (b): Tillering stage; (c): Flowering phase; (d): Withering date
    Comparison of spectral curves of dominant vegetation in different seasons before and after smooth denoising
    Fig. 3. Comparison of spectral curves of dominant vegetation in different seasons before and after smooth denoising
    Comparison of spectral curves of dominant vegetation in four key growth periods
    Fig. 4. Comparison of spectral curves of dominant vegetation in four key growth periods
    生育期核函数总体分类精度/%Kappa系数
    返青期RBF95.880.95
    Polynomial96.910.96
    分蘖(枝)期RBF95.190.94
    Polynomial97.860.97
    花期RBF91.010.89
    Polynomial86.620.84
    黄枯期RBF88.270.86
    Polynomial87.800.86
    Table 1. Modeling results of support vector machine by using hyperspectral data
    生育期分类方法总体分类精度/%Kappa系数
    返青期BP-ANN79.500.77
    SAM65.420.61
    分蘖(枝)期BP-ANN91.070.89
    SAM77.800.73
    花期BP-ANN88.870.87
    SAM75.390.72
    黄枯期BP-ANN89.900.88
    SAM46.000.38
    Table 2. Classification results and evaluations of multiple methods
    Yi ZHENG, Yao WANG, Yan LIU. Study on Classification and Recognition of Mountain Meadow Vegetation Based on Seasonal Characteristics of Hyperspectral Data[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1939
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