improvement of digital elevation model of greenland ice sheet by using icesat satellite laser...
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Improvement of Digital Elevation Improvement of Digital Elevation Model of Greenland Ice Sheet by Model of Greenland Ice Sheet by
Using ICESat Satellite Laser Altimetry Using ICESat Satellite Laser Altimetry DataData
Bea Csatho, Taehun Yoon and Yushin AhnByrd Polar Research Center, OSU
ICESat Data to Improve Greenland DEMs 2
Current Status and ObjectivesCurrent Status and Objectives
Available DEMs of the Greenland Ice Sheet are based on satellite radar altimetry data (e.g., Bamber and Ekholm, 2001), or on the combination of radar altimetry data with AVHRR imagery by using photoclinometry techniques to fill the regions between radar orbits (Scambos and Harran). Here out referred to as ‘available DEM’
Elevation errors of these DEMs range from a few meters at the middle of the ice sheet (>2000 m) to 50-100m in marginal regions.
Our objective is to improve the accuracy of these ‘Available DEMs’ by using ICESat data.
The following example is shown for the boxed region, however a whole ice sheet DEM is currently being developed.
ICESat Data to Improve Greenland DEMs 3
Input DataInput Data
3/20/03- 6/23/05 ICESat satellite laser altimetry observations (L1, L2a-c, L3a-c) (L3d and L3e should be
added)
Airborne Topographic Mapper (ATM) laser altimetry data from 1999-2003 (Krabill, NASA WFF)
‘Available DEMs’ from Bamber et al. (2001) and Scambos and Harran
Landcover map of Greenland from KMS Categories: ice sheet, local ice caps, land and
ocean
ICESat Data to Improve Greenland DEMs 4
Processing Steps
Step 1: Detection and removal of outliers from the ICESat and ATM data sets. Only points on ice sheet and local ice caps are used
ICESat outliers: elevations are compared with median elevation of 2 X 2 km grid cells. Points with elevation difference > 40 m from the median are removed.
ATM outliers are removed by using the same technique. In addition, all observations in cells with less than 2 data points are removed.
Step 2: Residuals between the ICESat data and the ‘Available DEM' are computed at each ICESat point over the ice sheet and local ice caps. Residuals are set zero at grid posts over land and ocean
Step 3: Residuals are interpolated into a regular grid by using minimum curvature interpolation.
ICESat Data to Improve Greenland DEMs 5
Processing Steps cont.
Step 4: Improved DEM = ‘Available DEM’ + interpolated residual
Step 5: The accuracy of the improved DEM is assessed by using the ICESS data set (compressed ATM airborne laser scanning data derived by plane fitting to original laser point swaths)
ICESat Data to Improve Greenland DEMs 7
‘‘Available DEM’ (Upper Panel) + Available DEM’ (Upper Panel) + Interpolated ICESat Residual (Lower)Interpolated ICESat Residual (Lower)= Merged DEM using
ICESat Data and Available DEM
ICESat Data to Improve Greenland DEMs 9
ATM elevations - photoclinometry DEM
Dh= -4.63 m +/- 45.06 m
ATM elevations – new DEM
Dh= -0.12 m +/- 31.84 m
Error Assessment: ATM – DEM ElevationsError Assessment: ATM – DEM Elevations