Fast Atmospheric Correction Method for Hyperspectral Data

被引:25
|
作者
Katkovsky, Leonid V. [1 ]
Martinov, Anton O. [1 ]
Siliuk, Volha A. [1 ]
Ivanov, Dimitry A. [1 ]
Kokhanovsky, Alexander A. [2 ]
机构
[1] Belarusian State Univ, AN Sevchenko Res Inst Appl Phys Problems, BY-220045 Minsk, BELARUS
[2] VITROCISET, Bratustr 7, D-64293 Darmstadt, Germany
关键词
satellite sensors; spectral- and hyperspectral imaging; atmospheric model; outgoing radiation; atmospheric correction; spectral radiance; surface reflectance; spectral brightness factor (coefficient); REFLECTANCE; AEROSOL; AVIRIS; ABSORPTION; HATCH;
D O I
10.3390/rs10111698
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Atmospheric correction is a necessary step in processing data recorded by spaceborne sensors for cloudless atmosphere, primarily in the visible and near-IR spectral range. In this paper we present a fast and sufficiently accurate method of atmospheric correction based on the analytical solutions of radiative transfer equation (RTE). The proposed analytical equations can be used to calculate the spectrum of outgoing radiation at the top boundary of the cloudless atmosphere. The solution of the inverse problem for finding unknown parameters of the model is carried out by the method of non-linear least squares (Levenberg-Marquardt algorithm) for an individual selected pixel of the image, taking into account the adjacency effects. Using the found parameters of the atmosphere and the average surface reflectance, and also assuming homogeneity of the atmosphere within a certain area of the hyperspectral image (or within the whole frame), the spectral reflectance at the Earth's surface is calculated for all other pixels. It is essential that the procedure of the numerical simulation using non-linear least squares is based on the analytical solution of the direct transfer problem. This enables fast solution of the inverse problem in a very short calculation time. Testing of the method has been performed using the synthetic outgoing radiation spectra at the top of atmosphere, obtained from the LibRadTran code. In addition, we have used the spectra measured by the Hyperion. A comparison with the results of atmospheric correction in module FLAASH of ENVI package has been performed. Finally, to validate data obtained by our method, a comparative analysis with ground-based measurements of the Radiometric Calibration Network (RadCalNet) was carried out.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] SHARC method for fast atmospheric correction of hyperspectral data
    Katkovsky, Leonid V.
    Martinov, Anton O.
    Siliuk, Volha A.
    Ivanov, Dimitry A.
    REMOTE SENSING OF CLOUDS AND THE ATMOSPHERE XXIII, 2018, 10786
  • [2] Atmospheric correction of APEX hyperspectral data
    Sterckx, Sindy
    Vreys, Kristin
    Biesemans, Jan
    Iordache, Marian-Daniel
    Bertels, Luc
    Meuleman, Koen
    MISCELLANEA GEOGRAPHICA, 2016, 20 (01): : 16 - 20
  • [3] Tafkaa atmospheric correction of hyperspectral data
    Montes, MJ
    Gao, BC
    Davis, CO
    IMAGING SPECTROMETRY IX, 2003, 5159 : 188 - 197
  • [4] AN ATMOSPHERIC CORRECTION METHOD FOR REMOTELY SENSED HYPERSPECTRAL THERMAL INFRARED DATA
    Wang, Xinghong
    OuYang, Xiaoying
    Li, Zhao-Liang
    Jiang, Xiaoguang
    Ma, Lingling
    2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 1979 - +
  • [5] On the Atmospheric Correction of Antarctic Airborne Hyperspectral Data
    Black, Martin
    Fleming, Andrew
    Riley, Teal
    Ferrier, Graham
    Fretwell, Peter
    McFee, John
    Achal, Stephen
    Diaz, Alejandra Umana
    REMOTE SENSING, 2014, 6 (05) : 4498 - 4514
  • [6] New approach to atmospheric correction of hyperspectral data
    Abel, MD
    Zenner, JM
    Petrick, GA
    Buswell, AT
    Pilati, ML
    Czyzewski, WR
    Alessandro, LP
    Weaver, SK
    ALGORITHMS AND TECHNOLOGIES FOR MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL IMAGERY VIII, 2002, 4725 : 72 - 82
  • [7] Atmospheric correction of DAIS hyperspectral image data
    Richter, R
    ALGORITHMS FOR MULTISPECTRAL AND HYPERSPECTRAL IMAGERY II, 1996, 2758 : 390 - 399
  • [8] Atmospheric correction of DAIS hyperspectral image data
    Richter, R
    COMPUTERS & GEOSCIENCES, 1996, 22 (07) : 785 - 793
  • [9] Improvement of dark object method in atmospheric correction of hyperspectral remotely sensed data
    Xiang Zhao
    ShunLin Liang
    SuHong Liu
    JinDi Wang
    Jun Qin
    Qing Li
    XiaoWen Li
    Science in China Series D: Earth Sciences, 2008, 51 : 349 - 356
  • [10] A new method for atmospheric correction and de-noising of CRISM hyperspectral data
    Itoh, Yuki
    Parente, Mario
    ICARUS, 2021, 354