• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 6, 1716 (2022)
Fan-jia MENG1、*, Shi LUO1、1;, Yue-feng WU1、1;, Hong SUN1、1;, Fei LIU2、2;, Min-zan LI1、1; *;, Wei HUANG3、3;, and Mu LI3、3;
Author Affiliations
  • 11. Key Laboratory of Modern Precision Agriculture System Integration Research, China Agricultural University, Beijing 100083, China
  • 22. College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China
  • 33. Maize Research Institute, Jilin Academy of Agricultural Sciences, Changchun 130033, China
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    DOI: 10.3964/j.issn.1000-0593(2022)06-1716-05 Cite this Article
    Fan-jia MENG, Shi LUO, Yue-feng WU, Hong SUN, Fei LIU, Min-zan LI, Wei HUANG, Mu LI. Characteristic Extraction Method and Discriminant Model of Ear Rot of Maize Seed Base on NIR Spectra[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1716 Copy Citation Text show less
    Test samples
    Fig. 1. Test samples
    Original spectra (a) and preprocessed by MSC (b)
    Fig. 2. Original spectra (a) and preprocessed by MSC (b)
    Near infrared spectra of maize seed in 4 optimal wavelength ranges
    Fig. 3. Near infrared spectra of maize seed in 4 optimal wavelength ranges
    Correlation coefficient from NIR full-band spectral data
    Fig. 4. Correlation coefficient from NIR full-band spectral data
    SPA feature extraction
    Fig. 5. SPA feature extraction
    CARS feature extraction
    Fig. 6. CARS feature extraction
    训练集测试集
    正常玉米种子10644
    染病玉米种子6630
    Table 1. Data set partitioning results
    特征波长
    提取区间
    判别模型特征
    波长数
    训练集准确
    率/%
    测试集准确
    率/%
    CA-SVM492.4493.24
    优选区间SPA-SVM591.8694.59
    CARS-SVM1090.6993.24
    Table 2. Comparison of discriminant models
    Fan-jia MENG, Shi LUO, Yue-feng WU, Hong SUN, Fei LIU, Min-zan LI, Wei HUANG, Mu LI. Characteristic Extraction Method and Discriminant Model of Ear Rot of Maize Seed Base on NIR Spectra[J]. Spectroscopy and Spectral Analysis, 2022, 42(6): 1716
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