Robert Wood and Dennis L. Hartmann
Submitted September 2004 to Journal of Climate
Aspects of the liquid water path (LWP) spatial
probability distribution function (pdf) and power spectra in marine
low cloud over the subtropical NE and SE Pacific Ocean are examined
using daytime retrievals for two months of data from the Moderate
Resolution Imaging Spectroradiometer (MODIS) on the NASA Terra
satellite. It is shown that the pdf can be described to a good degree
of accuracy using a modified Gamma distribution in accordance with
earlier work. The pdf is used to validate and constrain a simple
Gaussian physical model of the mesoscale variability that links cloud LWP
variability with the underlying boundary layer thermodynamical
structure. Importantly, this model couples variability of the
cloud LWP with the cloud fraction, and so may be used in large-scale
numerical models to account for unresolved variability. Optical depth
spatial variability is shown to be well modeled using an adiabatic
assumption with constant droplet concentration. A simple formulation
for albedo biases is presented that is implemented as a simple
reduction in the cloud fraction.
Power spectral analysis is used to determine the scale dependence of
the LWP pdf. It is found that for the majority of power spectra,
characteristic scales exist that are related to mesoscale cellular
convection (MCC). However, despite the existence of characteristic
scales in many cases, it is shown that in the ensemble, the liquid
water path exhibits a surprisingly universal scaling with an exponent close to
-5/3 over scales up to at least several hundred kilometers.