Title :
A Full Snow Season in Yellowstone: A Database of Restored Aqua Band 6
Author :
Gladkova, I. ; Grossberg, M. ; Bonev, G. ; Romanov, P. ; Riggs, G. ; Hall, D.
Author_Institution :
Cooperative Remote Sensing Sci. & Technol. Center, NOAA, New York, NY, USA
Abstract :
The algorithms for estimating snow extent for the Moderate Resolution Imaging Spectroradiometer (MODIS) optimally use the 1.6-μm channel which is unavailable for MODIS on Aqua due to detector damage. As a test bed to demonstrate that Aqua band 6 can be restored, we chose the area surrounding Yellowstone and Grand Teton national parks. In such rugged and difficult-to-access terrain, satellite images are particularly important for providing an estimation of snow-cover extent. For the full 2010-2011 snow season covering the Yellowstone region, we have used quantitative image restoration to create a database of restored Aqua band 6. The database includes restored radiances, normalized vegetation index, normalized snow index, thermal data, and band-6-based snow-map products. The restored Aqua-band-6 data have also been regridded and combined with Terra data to produce a snow-cover map that utilizes both Terra and Aqua snow maps. Using this database, we show that the restored Aqua-band-6-based snow-cover extent has a comparable performance with respect to ground stations to the one based on Terra. The result of a restored band 6 from Aqua is that we have an additional band-6 image of the Yellowstone region each day. This image can be used to mitigate cloud occlusion, using the same algorithms used for band 6 on Terra. We show an application of this database of restored band-6 images to illustrate the value of creating a cloud gap filling using the National Aeronautics and Space Administration´s operational cloud masks and data from both Aqua and Terra.
Keywords :
geophysical image processing; hydrological techniques; image restoration; remote sensing; snow; AD 2010 to 2011; Aqua MODIS; Aqua snow map; Grand Teton national park; Moderate Resolution Imaging Spectroradiometer; Terra snow map; USA; Yellowstone national park; normalized snow index; normalized vegetation index; quantitative image restoration; restored Aqua band 6; restored radiances; satellite images; snow cover extent estimation; snow extent estimation algorithms; snow map products; snow season; thermal data; wavelength 1.6 mum; Accuracy; Bars; Databases; Image restoration; MODIS; NASA; Snow; Aqua band 6; Moderate Resolution Imaging Spectroradiometer (MODIS); normalized difference snow index; restoration;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2012.2213063