Abstract

Abstract. Microphysical processes in cold clouds which act as sources or sinks of hydrometeors below 0 ∘C control the ice crystal number concentrations (ICNCs) and in turn the cloud radiative effects. Estimating the relative importance of the cold cloud microphysical process rates is of fundamental importance to underpin the development of cloud parameterizations for weather, atmospheric chemistry, and climate models and to compare the output with observations at different temporal resolutions. This study quantifies and investigates the ICNC rates of cold cloud microphysical processes by means of the chemistry–climate model EMAC (ECHAM/MESSy Atmospheric Chemistry) and defines the hierarchy of sources and sinks of ice crystals. Both microphysical process rates, such as ice nucleation, aggregation, and secondary ice production, and unphysical correction terms are presented. Model ICNCs are also compared against a satellite climatology. We found that model ICNCs are in overall agreement with satellite observations in terms of spatial distribution, although the values are overestimated, especially around high mountains. The analysis of ice crystal rates is carried out both at global and at regional scales. We found that globally the freezing of cloud droplets and convective detrainment over tropical land masses are the dominant sources of ice crystals, while aggregation and accretion act as the largest sinks. In general, all processes are characterized by highly skewed distributions. Moreover, the influence of (a) different ice nucleation parameterizations and (b) a future global warming scenario on the rates has been analysed in two sensitivity studies. In the first, we found that the application of different parameterizations for ice nucleation changes the hierarchy of ice crystal sources only slightly. In the second, all microphysical processes follow an upward shift in altitude and an increase by up to 10 % in the upper troposphere towards the end of the 21st century.

Highlights

  • Clouds play a central role in the global energy budget interacting with shortwave solar and longwave terrestrial radiation

  • We studied the relative importance of cold cloud microphysical process rates and the unphysical corrections that affect ice crystal number concentrations (ICNCs) using global simulations performed with the chemistry–climate model ECHAM/Modular Earth Submodel System (MESSy) Atmospheric Chemistry (EMAC)

  • The loss processes of ice crystals are melting (MELT), self-collection (SELF), aggregation (AGGR), and accretion (ACCR); sublimation is excluded from the analysis of this study

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Summary

Introduction

Clouds play a central role in the global energy budget interacting with shortwave solar and longwave terrestrial radiation. Modelling the microphysics of cold clouds, which form at temperatures lower than 0 ◦C and involve ice crystals (ICs), is more challenging than that of warm clouds because of the additional complexity of ice processes (Cantrell and Heymsfield, 2005; Kanji et al, 2017; Heymsfield et al, 2017; Korolev et al, 2017; Dietlicher et al, 2019) Some examples of these processes include heterogeneous ice nucleation, which depends on particular aerosols and occurs via different modes; the secondary production mechanisms of ice crystals, which involve collisions of ICs; the competition for water vapour among different ice particles; and the thermodynamic instabilities when liquid and ice phases coexist.

The EMAC model
Numerical representation of clouds
Microphysical tendencies
Numerical tendencies
Setup of simulations
Model results and evaluation of ICNC
Global statistics
Spatial distributions
Zonal means
Regional results
Impact of ice nucleation scheme
Effects due to global warming
Findings
Conclusions
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