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A Data Library of Liquid Clouds Modelled With a Large Eddy Simulation Framework

  • Colleen M. Kaul*
  • , Po Lun Ma
  • , Kyle G. Pressel
  • , Jacob Shpund
  • , Shuaiqi Tang
  • , Mikhail Ovchinnikov
  • , Meng Huang
  • , Jerome Fast
  • , Xiaojian Zheng
  • , Xiquan Dong
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

We describe a library of atmospheric large eddy simulations (LES) of liquid-phase boundary layer clouds constructed to enable aerosol–cloud–turbulence interaction studies, support parameterization evaluation and development, and provide training data for machine learning applications. The simulations use a modern LES framework designed for high numerical accuracy, coupled to a detailed spectral bin microphysical scheme. Case studies are configured to represent observed conditions in four key global cloud regions—the Northeastern Atlantic, Northeastern Pacific, Continental United States and Southern Ocean—following a semi-idealised approach. The library also includes aerosol concentration halving and doubling experiments to expose the sensitivities of the case studies to aerosol perturbations. Simulation results are compared to observations on a case-by-case basis, then the library's coverage is evaluated in terms of spreads in meteorological factors and atmospheric boundary layer attributes.

Original languageEnglish
Article numbere70049
JournalGeoscience Data Journal
Volume13
Issue number1
DOIs
StatePublished - Jan 2026

Bibliographical note

Publisher Copyright:
© 2025 UChicago Argonne, LLC. Battelle Memorial Institute and The Author(s). Geoscience Data Journal published by Royal Meteorological Society and John Wiley & Sons Ltd.

Keywords

  • aerosol
  • clouds
  • large eddy simulation
  • turbulence

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