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The two-dimensional (2D) version of the Goddard Cumulus Ensemble (GCE) model was used in the previous studies. Real clouds and cloud systems are three-dimensional. The availability of exponentially increasing computer capabilities has resulted in three-dimensional (3D) CRM simulations for multiday periods with large horizontal domains becoming increasing prevalent. We are now using the 3D GCE model in order to compare look-up tables from the 2D and 3D simulations. The lookup table (LUT) from 3D with a horizontal resolution of 2 km produces worse agreement between the SLH-retrieved and sounding-based Q1 profiles for the SCSMEX NESA than the LUT from 2D does. This is explained by differences in the vertical profile of convective heating of a given depth between 2D and 3D. While convection in 2D has latent heating concentrated below the freezing level, consistent with TOGA-COARE radar observation (DeMott and Rutledge 1998), convection in 3D has stronger latent heating above the freezing level. Preliminary results indicate that more realistic convective heating profiles in 3D are achieved by lowering the horizontal resolution from 2 km to 0.5 km.
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