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Evaluation of E3SM simulated aerosols and aerosol-cloud interactions across GCM and convection-permitting scales
  • +7
  • Meng Huang,
  • Po-Lun Ma,
  • Jerome Fast,
  • Taufiq Hassan,
  • Jianfeng Li,
  • Yi Qin,
  • Shuaiqi Tang,
  • Paul Ullrich,
  • Adam Varble,
  • yu yao
Meng Huang
Pacific Northwest National Laboratory

Corresponding Author:[email protected]

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Po-Lun Ma
Pacific Northwest National Laboratory (DOE)
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Jerome Fast
PNNL
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Taufiq Hassan
Pacific Northwest National Laboratory
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Jianfeng Li
Pacific Northwest National Laboratory
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Yi Qin
Pacific Northwest National Laboratory
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Shuaiqi Tang
Nanjing University
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Paul Ullrich
University of California Davis
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Adam Varble
Pacific Northwest National Laboratory
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yu yao
PNNL
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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.
15 Nov 2024Submitted to ESS Open Archive
16 Nov 2024Published in ESS Open Archive