DISENTANGLING SEDIMENT SIGNALS ON ALLUVIAL FANS IN SYNTHETIC APERTURE RADAR
We collect ground truth data at 30 study sites on alluvial fans around Death Valley, CA, to develop an empirical model of sediment-dependent SAR backscatter. With slight variations based on local conditions, we recorded triaxial size measurements and ordinal shape classes of 192 grains selected using a regularly spaced sampling grid over each 20 by 40 meter study area. Further surface roughness characterization was captured with structure-from-motion analysis of ground-based images centered around representative patches. For correlation with the field data, high resolution, tightly co-registered SAR images (~10 m/pixel) are being analyzed at multiple wavelengths: 5.5 cm (Sentinel-1 C-band) and 23.6 cm (PALSAR L-band). Mean intermediate-length axes measured in the field range from ~1 to ~23 cm (0.2 to 4 λC-band and 0.1 to 1 λL-band). Across these sizes, initial results show a ~12 times stronger backscatter dependence on wavelength-normalized grain size (D/λ) for L-band compared shorter C-band wavelengths, possibly due to the relevant scale and subsurface penetration.
Ongoing tests will assess how various sediment properties influence backscatter in alluvial environments compared to roughness-based approaches and scattering theory. These results ultimately have implications for interpreting SAR data where ground truth is not available, such as less accessible parts of Earth and other planetary bodies. For such distant locations, the characterization of unconsolidated sediment will support remote studies of sedimentological conditions and transport processes.