• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 10, 3269 (2022)
Xin YANG1; 2;, Zi-ran YUAN1; 2;, Yin YE1; 2; *;, Dao-zhong WANG1; 2;, Ke-ke HUA1; 2;, and Zhi-bin GUO1; 2;
Author Affiliations
  • 1. Institute of Soil and Fertilizer, Anhui Academy of Agricultural Sciences, Hefei 230031, China
  • show less
    DOI: 10.3964/j.issn.1000-0593(2022)10-3269-06 Cite this Article
    Xin YANG, Zi-ran YUAN, Yin YE, Dao-zhong WANG, Ke-ke HUA, Zhi-bin GUO. Winter Wheat Total Nitrogen Content Estimation Based on UAV Hyperspectral Remote Sensing[J]. Spectroscopy and Spectral Analysis, 2022, 42(10): 3269 Copy Citation Text show less
    Distribution of experimental plots the study site
    Fig. 1. Distribution of experimental plots the study site
    Technical flow chart for the winter wheat total nitrogen content (TNC) prediction based on XGBoost
    Fig. 2. Technical flow chart for the winter wheat total nitrogen content (TNC) prediction based on XGBoost
    Canopy spectra of winter wheat at different fields
    Fig. 3. Canopy spectra of winter wheat at different fields
    Correlation coefficient of spectral reflectance and TNC
    Fig. 4. Correlation coefficient of spectral reflectance and TNC
    Scatter plots between the predicted TNC and measured TNC
    Fig. 5. Scatter plots between the predicted TNC and measured TNC
    Spatial distributions of TNC predicted by XGBoost
    Fig. 6. Spatial distributions of TNC predicted by XGBoost
    Correlaion between TNC in winter wheat and TNC in soil
    Fig. 7. Correlaion between TNC in winter wheat and TNC in soil
    部分超参数含义(默认值)最优值
    learning rate为了防止过拟合, 更新程中用到的收缩步长(0.3)0.1
    min_child_weight孩子节点中最小的样本权重和(1)5
    max_depth树的最大深度(6)9
    colsample_bytree在建立树时对特征采样的比例(1)0.8
    subsample用于训练模型的子样本占整个样本集合的比例(1)1
    gamma在树的叶节点上进行进一步分区所需的最小损失(0)0
    reg_alphaL1正则化系数(0)0.1
    reg_lambdaL2正则化系数(1)1
    Table 1. The meaning and optimal values of some hyper-parameters of the XGBoost model
    Xin YANG, Zi-ran YUAN, Yin YE, Dao-zhong WANG, Ke-ke HUA, Zhi-bin GUO. Winter Wheat Total Nitrogen Content Estimation Based on UAV Hyperspectral Remote Sensing[J]. Spectroscopy and Spectral Analysis, 2022, 42(10): 3269
    Download Citation