Spectroscopy and Spectral Analysis, Volume. 42, Issue 3, 933(2022)

Leaf Area Index Estimation Based on UAV Hyperspectral Band Selection

Yu-ru KONG1,*... Li-juan WANG1,1; *;, Hai-kuan FENG2,2;, Yi XU1,1;, Liang LIANG1,1;, Lu XU1,1;, Xiao-dong YANG2,2; *; and Qing-qi ZHANG1,1; |Show fewer author(s)
Author Affiliations
  • 11. School of Geography, Geomatics and Planning, Jiangsu Normal University, Xuzhou 221116, China
  • 22. Key Laboratory of Quantitative Remote Sensing in Agriculture of Ministry of Agriculture, Information Technology Research Center, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
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    Figures & Tables(8)
    Location of the study area and experimental design of winter wheat
    The curve of root mean square error(n=32)
    The determination coefficient and root mean square error of vegetation indexes and LAI (n=32)(a): R2 for LAI and NDSI; (b): RMSE for LAI and NDSI; (c): R2 for LAI and RSI; (d): RMSE for LAI and RSI; (e): R2 for LAI and SSI; (f): RMSE for LAI and SSI
    Results of LAI models with different band combinations (n=16)(a): VI_OIF_SVR; (b): VI_OIF_PLSR; (c): VI_OIF_RFR; (d): VI_SPA_SVR; (e): VI_SPA_PLSR; (f): VI_SPA_RFR; (g): VI_E_SVR; (h): VI_E_PLSR; (i): VI_E_RFR; (j): VI_F_SVR; (k): VI_F_PLSR; (l): VI_F_RFR
    Spatial distribution map of LAI in winter wheat
    • Table 1. Vegetation indexes and formulas

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      Table 1. Vegetation indexes and formulas

      植被指数计算公式
      归一化差异光谱指数(NDSI)[9]NDSI(i, j)=(Ri-Rj)/(Ri+Rj)
      新型双波段指数比值光谱指数(RSI)[9]RSI(i, j)=Ri/Rj
      简单光谱指数(SSI)[10]SSI(i, j)=Ri-Rj
      归一化差异植被指数(NDVI)[11]NDVI=(R800-R670)/(R800+R670)
      常规双波段指数比值植被指数(RVI)[12]RVI=R800/R670
      差值植被指数(DVI)[13]DVI=R800-R670
    • Table 2. Optimal indexes of band combination (n=32)

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      Table 2. Optimal indexes of band combination (n=32)

      排序波段组合最佳指数标准差相关系数
      1R466-R750855 249342.099 60.000 4
      2R638-R734258 907310.688 90.001 2
      3R538-R754231 899394.227 90.001 7
      4R542-R754110 238396.857 10.003 6
      5R510-R742109 380317.201 40.002 9
    • Table 3. Correlation between cotton LAI values and vegetation indexes (n=32)

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      Table 3. Correlation between cotton LAI values and vegetation indexes (n=32)

      植被指数相关系数
      NDSI_OIF0.653**
      RSI_OIF0.677**
      SSI_OIF0.405*
      NDSI_SPA0.711**
      RSI_SPA0.712**
      SSI_SPA0.652**
      NDSI_E0.728**
      RSI_E0.728**
      SSI_E0.722**
      NDVI0.659**
      RVI0.683**
      DVI0.518**
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    Yu-ru KONG, Li-juan WANG, Hai-kuan FENG, Yi XU, Liang LIANG, Lu XU, Xiao-dong YANG, Qing-qi ZHANG. Leaf Area Index Estimation Based on UAV Hyperspectral Band Selection[J]. Spectroscopy and Spectral Analysis, 2022, 42(3): 933

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    Paper Information

    Category: Orginal Article

    Received: Dec. 20, 2020

    Accepted: Jun. 21, 2021

    Published Online: Apr. 19, 2022

    The Author Email: KONG Yu-ru (15162261380@163.com)

    DOI:10.3964/j.issn.1000-0593(2022)03-0933-07

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