• DocumentCode
    43590
  • Title

    Mapping Aboveground Biomass in Northern Japanese Forests Using the ALOS PRISM Digital Surface Model

  • Author

    Motohka, Takeshi ; Yoshida, Takafumi ; Shibata, Hajime ; Tadono, Takeo ; Shimada, Masanobu

  • Author_Institution
    Earth Obs. Res. Center, Japan Aerosp. Exploration Agency (JAXA), Tsukuba, Japan
  • Volume
    53
  • Issue
    4
  • fYear
    2015
  • fDate
    Apr-15
  • Firstpage
    1683
  • Lastpage
    1691
  • Abstract
    We tested the performance of the stereo observations of the Panchromatic Remote-sensing Instrument for Stereo Mapping (PRISM) onboard the Advanced Land Observing Satellite (ALOS) in the mapping of forest aboveground biomass (AGB) in Japan. Digital canopy height models (DCHMs), which are differences between PRISM digital surface models and surveying-based digital terrain models (DTMs), were compared to in situ AGB measurements of several forest types (number of stands: 28; average stand size: 0.54 ha; stand size range: 0.25-3.00 ha). DCHM values exhibited a significant correlation with AGB (r = 0.66-0.87; five different DCHMs), and the root-mean-square error and bias of the regression model evaluated by the leave-one-out cross-validation were 37.2-57.8t/ha(22.1%-32.6%) and-0.11-1.89 t/ha, respectively. There was no saturation in the relationship between DCHM and AGB (AGB range: 19-332 t/ha). The correlations between DCHM and mean canopy height (r = 0.17-0.52) and between DCHM and Lorey´s height (r = 0.26-0.66) were weaker than the correlation between DCHM and AGB. The PRISM AGB distribution estimated by the regression model was consistent with a tree density map produced from aerial photos. Comparison to Phased Array-type L-band Synthetic Aperture Radar (PALSAR) data showed that the PRISM DCHMs can estimate high AGB over the saturation level of PALSAR backscattering coefficient, i.e., 100-200 t/ha. The results described here demonstrate that the PRISM DCHMs are capable of wall-to-wall AGB estimation at 50-m resolution. This approach will be useful for improving the performance of satellite-based AGB estimation when an accurate DTM is available.
  • Keywords
    digital elevation models; environmental monitoring (geophysics); forestry; remote sensing; AGB mapping; ALOS PRISM digital surface model; Advanced Land Observing Satellite; DCHM-AGB correlation; Lorey height; PALSAR data comparison; Panchromatic Remote Sensing Instrument for Stereo Mapping; Phased Array Type L-Band Synthetic Aperture Radar; above ground biomass mapping; average forest stand size; digital canopy height models; digital terrain models; forest stand number; forest types; in situ AGB measurements; mean canopy height; northern Japanese forests; size 2500 m to 30000 m; stand size range; stereo observations; surveying based DTM; Biological system modeling; Biomass; Correlation; Estimation; Satellites; Synthetic aperture radar; Vegetation; Aboveground biomass (AGB); Advanced Land Observing Satellite (ALOS); Panchromatic Remote-Sensing Instrument for Stereo Mapping (PRISM); digital canopy height model (DCHM); forest;
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2014.2346531
  • Filename
    6882792