• DocumentCode
    143289
  • Title

    Method to speed up LUT-based crop canopy parameter mapping

  • Author

    Yingying Dong ; Jinkai Zhang ; Zhijie Wang ; Staenz, Karl ; Coburn, Craig ; Wei Xu ; Xiaodong Yang ; Jihua Wang

  • Author_Institution
    Alberta Terrestrial Imaging Center, Univ. of Lethbridge, Lethbridge, AB, Canada
  • fYear
    2014
  • fDate
    13-18 July 2014
  • Firstpage
    2078
  • Lastpage
    2081
  • Abstract
    Estimation of canopy biophysical and biochemical parameters using remote sensing data is important for regional crop-growth condition monitoring and yield assessment. The inversion of the radiative transfer model PROSAIL based on the look-up table (LUT) approach is widely used for this purpose, taking remotely sensed reflectance as input. For the LUT-based parameter mapping, the main part is searching for the optimal solution from a large LUT. Due to the computational complexity of the sorting algorithm and size of the LUT for the solution search, a substantial amount of time is normally needed for estimation. In order to speed up the mapping of parameters using remote sensing observations, a faster method is developed for searching the LUT by introducing a binary search algorithm. The results of the experiments based on SPOT-5 imagery show that the proposed method can increase the mapping speed by about 70 times compared to the sorting algorithm.
  • Keywords
    biochemistry; crops; parameter estimation; radiative transfer; reflectivity; table lookup; vegetation mapping; LUT-based crop canopy parameter mapping; PROSAIL; SPOT-5 imagery; binary search algorithm; canopy biochemical parameters; canopy biophysical parameters; computational complexity; look-up table approach; optimal solution; radiative transfer model; regional crop-growth condition monitoring; remote sensing data; remote sensing observations; remotely sensed reflectance; sorting algorithm; yield assessment; Agriculture; Biological system modeling; Estimation; Reflectivity; Remote sensing; Sorting; Table lookup; PROSAIL model; Parameter mapping; binary search; look-up table (LUT);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
  • Conference_Location
    Quebec City, QC
  • Type

    conf

  • DOI
    10.1109/IGARSS.2014.6946874
  • Filename
    6946874