Evaluation of E3SM simulated aerosols and aerosol-cloud interactions
across GCM and convection-permitting scales
Abstract
The typical coarse resolution of Earth system models (ESMs)
($\sim$100 km) is insufficient to represent atmospheric
features critical for aerosols and aerosol-cloud interactions (ACI),
contributing to uncertainties in climate predictions. Significant
efforts have been made to develop next-generation ESMs for global
kilometer-scale resolutions. However, the behavior of aerosol and ACI
parameterizations at kilometer scales within a global ESM framework is
unclear, and model evaluation at such high resolutions is
computationally infeasible. To address this challenge, aerosol and ACI
in the Energy Exascale Earth System Model (E3SM) are evaluated at a
convection-permitting 3.25 km resolution using the regionally refined
mesh (RRM) capability. Kilometer-scale E3SM simulations are performed in
four geographical regions with distinct aerosol and cloud conditions.
These kilometer-scale simulations are compared with coarse-resolution
E3SM simulations and are evaluated against ground-based, aircraft, and
satellite measurements. Results show that increasing model resolution
moderately improves the multivariable relationships related to ACI, such
as the cloud condensation nuclei number versus cloud droplet number
(N$\mathrm{_d}$), and
N$\mathrm{_d}$ versus the liquid water path. However,
its impact on accurately predicting aerosol properties varies by region.
Overall, the differences between E3SM simulations at different
resolutions are smaller than the differences between model simulations
and observations. These results suggest that increasing resolution is
insufficient to improve the simulation of aerosol and ACI with existing
process representations. Improved process representations are required
to achieve more accurate simulations of aerosol and ACI at global
kilometer scales.