On the resolution-dependence of cloud fraction, precipitation
efficiency, and evaporation in radiative-convective equilibrium
Abstract
Tropical anvil clouds are an important player in Earth’s climate and
climate sensitivity, but simulations of anvil clouds are uncertain. Here
we pinpoint one source of uncertainty by demonstrating a marked increase
of anvil cloud fraction with resolution in cloud-resolving simulations
of radiative-convective equilibrium. This increase in cloud fraction can
be traced back to the resolution dependence of horizontal mixing between
clear and cloudy air. A mixing timescale is diagnosed for each
simulation using the cloud fraction theory of Seeley et al. (2019), and
is found to scale linearly with grid spacing, as expected from a simple
scaling law. Thus mixing becomes more efficient with increasing
resolution, generating more evaporation, decreased precipitation
efficiency, greater mass flux, and hence greater detrainment and cloud
fraction.The decrease in precipitation efficiency also yields a marked
increase in relative humidity with resolution.