A New Composite Modeling Case for Continental Active Surface-forced Shallow Cumulus (CASS

Klein, S., Lawrence Livermore National Laboratory

Cloud Processes

Warm Boundary Layer Processes

Zhang Y, S Klein, J Fan, A Chandra, P Kollias, S Xie, and S Tang. 2017. "Large-eddy simulation of shallow cumulus over land: A composite case based on ARM long-term observations at its Southern Great Plains site." Journal of the Atmospheric Sciences, 74(10), 10.1175/JAS-D-16-0317.1.


Diurnal variation of cloud fraction from ARM observations (Left) and large-eddy simulation (Right).


Diurnal evolution of cloud statistics from ARM observation (black) and large-eddy simulation with bulk (red) and bin (blue) microphysics scheme.


Diurnal variation of cloud fraction from ARM observations (Left) and large-eddy simulation (Right).

Diurnal evolution of cloud statistics from ARM observation (black) and large-eddy simulation with bulk (red) and bin (blue) microphysics scheme.

Science

Lawrence Livermore National Laboratory scientists and collaborators endeavored to build a composite modeling case to best represent the most typical surface-forced, active fair-weather shallow cumulus over land based on ARM long-term observations at the Southern Great Plains atmospheric observatory.

Impact

This modeling case, “Continental Active Surface-forced Shallow cumulus (CASS),” consists of both forcing data to drive the model and observed cloud statistics to evaluate the model. CASS may draw the attention of the modeling and observational communities to serve as a new test case for both the cloud-scale large-eddy simulation (LES) studies and the development of convection and cloud parameterizations in large-scale models.

Summary

The CASS represents a typical daytime non-precipitating ShCu whose formation and dissipation are driven by the local atmospheric conditions and land-surface forcing, and not influenced by synoptic weather events.

The case includes: early morning initial profiles of temperature and moisture with a residual layer; diurnally varying sensible and latent heat fluxes that represent a domain average over different land surface types; simplified large-scale horizontal advective tendencies and subsidence; and horizontal winds with prevailing direction and average speed. Observed composite cloud statistics are provided for model evaluation.

CASS data are available to the public via http://portal.nersc.gov/project/capt/CASS/

The study shows that the observed diurnal cycle is well reproduced by LES; however, the cloud amount, liquid water path, and shortwave radiative effect are generally underestimated. LES are compared between simulations with an all-or-nothing bulk microphysics and a spectral bin microphysics. The latter shows improved agreement with observations in the total cloud cover and the amount of clouds penetrating deeper than 300 meters. When compared with ARM radar retrievals of in-cloud air motion, LES produce comparable downdraft vertical velocities, but a larger updraft area, velocity, and updraft mass flux. Both observation and LES show a significantly larger in-cloud downdraft fraction and downdraft mass flux than marine ShCu in previous studies.