Abstract
The effective climate sensitivity in the Department of Energy’s Energy
Exascale Earth System Model (E3SM) has decreased from 5.3 K in version 1
to 4.0 K in version 2. This reduction is mainly due to a weaker positive
cloud feedback that leads to a stronger negative radiative feedback.
Present-day atmosphere-only experiments with uniform 4 K sea surface
temperature warming are used to separate the contributions of individual
model modifications to the reduced cloud feedback. We find that the
reduced cloud feedback is mostly driven by changes over the tropical
marine low cloud regime, mainly related to a new trigger function for
the deep convection scheme and modifications in the cloud microphysics
scheme. The new trigger function helps weaken the low cloud reduction by
increasing the cloud water detrainment at low levels from deep
convection under warming. Changes to the formula of autoconversion rate
from liquid to rain and an introduced minimum cloud droplet number
concentration threshold in cloud microphysical calculations help sustain
clouds against dissipation by suppressing precipitation generation with
warming. In the midlatitudes, the increased Wegener-Bergeron-Findeisen
(WBF) efficiency strongly reduces present-day liquid water and leads to
a stronger negative cloud optical depth feedback. The reduced trade
cumulus cloud feedback in v2 is closer to estimates from recent
observational and large-eddy modeling studies but might not be due to
the right physical reasons. The reduced mid-latitude cloud feedback may
be more plausible because more realistic present-day mixed-phase clouds
are produced through the change in the WBF efficiency.