Laser & Optoelectronics Progress, Volume. 60, Issue 17, 1728001(2023)

Inversion of Cd Content in Soil Around Mining Area Based on GaoFen-5 Hyperspectral Band Selection

Wen Liu1, Ling Han2、*, Ming Liu2, and Liangzhi Li1
Author Affiliations
  • 1College of Geological Engineering and Surveying, Chang'an University, Xi'an 710064, Shaanxi , China
  • 2College of Land Engineering, Chang'an University, Xi'an 710064, Shaanxi , China
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    Figures & Tables(10)
    Correlation analysis between different spectral transformations and Cd content
    Flow chart of CARS-GA band selection
    Key variables selected by CARS method. (a) Change in number of waveband variables; (b) variation of RMSECV
    RMSECV changes with the number of iterations
    Comparison of PLSR model results based on different band selection methods. (a) Comparison chart of R2; (b) comparison chart of RMSE; (c)comparison chart of number of characteristic bands
    Scatter diagram of model verification under transformed spectra by SNV. (a) CC-PLSR; (b) CARS-PLSR; (c) CARS-GA-PLSR
    Scatter diagram of model verification under transformed spectra by FD. (a) CC-PLSR; (b) CARS-PLSR; (c) CARS-GA-PLSR
    Importance diagram of characteristic bands of Cd element
    Distribution map of Cd content in bare area of Tongguan County
    • Table 1. Hyperspectral image parameters of GF-5 satellite

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      Table 1. Hyperspectral image parameters of GF-5 satellite

      DataSpectral range /nmSpectral resolution /nmNumber of bandsSpatial resolution /mWidth /km
      VNIR390‒1030≤51503060
      SWIR1000‒2510≤101803060
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    Wen Liu, Ling Han, Ming Liu, Liangzhi Li. Inversion of Cd Content in Soil Around Mining Area Based on GaoFen-5 Hyperspectral Band Selection[J]. Laser & Optoelectronics Progress, 2023, 60(17): 1728001

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Aug. 21, 2022

    Accepted: Oct. 9, 2022

    Published Online: Sep. 13, 2023

    The Author Email: Ling Han (hanling@chd.edu.cn)

    DOI:10.3788/LOP222358

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