1. Large Variability in Dominant Scattering from Sentinel-1 SAR in East Antarctica: Challenges and Opportunities
- Author
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Shukla, Shashwat, Wouters, Bert, Picard, Ghislain, Wever, Nander, Izeboud, Maaike, Husman, Sophie de Roda, Kausch, Thore, Veldhuijsen, Sanne, Matzler, Christian, Lhermitte, Stef, Shukla, Shashwat, Wouters, Bert, Picard, Ghislain, Wever, Nander, Izeboud, Maaike, Husman, Sophie de Roda, Kausch, Thore, Veldhuijsen, Sanne, Matzler, Christian, and Lhermitte, Stef
- Abstract
Assessing the Surface Mass Balance (SMB) of the Antarctic Ice Sheet is crucial for understanding its response to climate change. Synthetic Aperture Radar observations from Sentinel-1 provide the potential to monitor the variability of SMB processes through changes in the scattering response of near-surface and internal snow layers. However, the interplay between several factors, such as accumulation, wind erosion, deposition, and melt, complicates the interpretation of changes in the scattering of the microwave signal. Additionally, lack of reliable ground truth measurements of the snow surface limits our capability to associate the SMB processes with dominant scattering mechanism. In this study, we aim to quantify the dominant scattering in Sentinel-1 signal and evaluate the changes in scattering in drifting snow-dominated regions of East Antarctica. We introduce a scattering indicator,
, derived from scattering-type and entropy descriptors. This provides a measure of the dominant scattering between volume and pure scattering. By relating the field measurements to$\alpha _{scat,\varepsilon }$ , we establish that the evolution of dominant scattering in the presence of snowdrift is complex. First,$\alpha _{scat,\varepsilon }$ strongly correlates with surface roughness ($\alpha _{scat,\varepsilon }$ , RMSE$R^{2}=0.92$ ). Spatially variable erosion patterns significantly increase the roughness and result in a strong affinity towards pure scattering despite net accumulation. Second, high sur$=2^\circ$ - Published
- 2024