Title :
On the Estimation of Melt Pond Fraction on the Arctic Sea Ice With ENVISAT WSM Images
Author :
Makynen, Marko ; Kern, Stefan ; Rosel, Anja ; Pedersen, Leif Toudal
Author_Institution :
Finnish Meteorol. Inst., Helsinki, Finland
Abstract :
The accuracy of microwave radiometer ice concentration (IC) retrievals in the Arctic is degraded by melt ponds on sea ice during the melting season. For the development of IC retrieval algorithms and for the quantification of their uncertainties, data sets on the area fraction of melt ponds (fmp) are needed. fmp retrieval with optical satellite data is limited by clouds. Thus, we have studied fmp retrieval with ENVISAT wide swath mode (WSM) synthetic aperture radar (SAR) images which have large daily coverage over the Arctic Sea ice in 2007-2012. The WSM images used here were acquired north of the Fram Strait in June-August 2009. Data on fmp were available from the Integrated Climate Data Center´s daily Moderate Resolution Imaging Spectroradiometer (MODIS) fmp product in a 12.5-km grid. Relationships between SAR σ° and MODIS fmp were studied visually by comparing daily SAR mosaics andfmp charts and by analyzing fmp and σ° time series and spatially and temporally coincident fmp and σ° data. The correspondence between the changes of fmp and the σ° statistics is too low to suggest fmp estimation from the WSM images. In some cases, there was a 2-3-dB σ° increase during the ponding period. It is assumed that the variation of snow and sea ice characteristics diminishes σ° changes due to the melt ponding and drainage. Good correlation between σ° and fmp has only been observed for smooth landfast first-year ice in previous studies. A very interesting observation was the large temporal σ° variations during the late melting season, which are likely linked to the atmospherically forced freezing-melting events. These events may also influence radiometer IC retrievals.
Keywords :
freezing; image segmentation; melting; oceanographic regions; oceanographic techniques; radar imaging; radiometry; remote sensing by radar; sea ice; snow; synthetic aperture radar; time series; AD 2007 to 2012; Arctic Sea ice; ENVISAT WSM images; ENVISAT wide swath mode synthetic aperture radar images; Fram Strait; Integrated Climate Data Center; atmospherically forced freezing-melting events; clouds; daily Moderate Resolution Imaging Spectroradiometer melt pond product; daily SAR mosaics; late melting season; melt pond charts; melt pond fraction estimation; microwave radiometer ice concentration retrieval algorithms; optical satellite data; ponding period; sea ice characteristics; smooth landfast first-year ice; snow characteristics; spatially coincident melt pond data; temporal variations; temporally coincident melt pond data; time series; Arctic; MODIS; Sea ice; Sea surface; Snow; Synthetic aperture radar; Arctic; melt ponds; radar remote sensing; sea ice;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2014.2311476