Ng. Loeb et al., INFLUENCE OF SUBPIXEL-SCALE CLOUD-TOP STRUCTURE ON REFLECTANCES FROM OVERCAST STRATIFORM CLOUD LAYERS, Journal of the atmospheric sciences, 55(18), 1998, pp. 2960-2973
Recent observational studies have shown that satellite retrieval of cl
oud optical depth based on plane-parallel model theory suffer from sys
tematic biases that depend on viewing geometry, even when observations
are restricted to overcast marine stratus layers, arguably the closes
t to plane parallel in nature. At moderate to low sun elevations, the
plane-parallel model significantly overestimates the reflectance depen
dence on view angle in the forward-scattering direction but shows a si
milar dependence in the backscattering direction. Theoretical simulati
ons are performed that show that the likely cause for this discrepancy
is because the plane-parallel model assumption does not account for s
ubpixel-scale variations in cloud-top height (i.e., ''cloud bumps'').
Monte Carlo simulations comparing 1D model radiances to radiances from
overcast cloud fields with 1) cloud-top height variations but constan
t cloud volume extinction, 2) flat tops but horizontal variations in c
loud volume extinction, and 3) variations in both cloud-top height and
cloud extinction are performed over a approximate to 4 km x 4 km doma
in (roughly the size of an individual GAC AVHRR pixel). The comparison
s show that when cloud-top height variations are included, departures
from 1D theory are remarkably similar (qualitatively) to those obtaine
d observationally. In contrast, when clouds are assumed Ant and only c
loud extinction is variable, reflectance differences are much smaller
and do not show any view-angle dependence. When both cloud-top height
and cloud extinction variations are included, however large increases
in cloud extinction variability can enhance reflectance differences. T
he reason 3D-1D reflectance differences are more sensitive to cloud-to
p height variations in the forward-scattering direction (at moderate t
o low sun elevations) is because photons leaving the cloud field in th
at direction experience fewer scattering events ((low-order scattering
) and are restricted to the topmost portions of the cloud. While refle
ctance deviations from 1D theory are much larger for bumpy clouds than
for flat clouds with variable cloud extinction, differences in cloud
albedo are comparable for these two cases.