Abstract.
As
a
long-standing
problem
in
climate
models,
large
positive
shortwave
radiation
biases
exist
at
the
surface
over
Southern
Ocean,
impacting
accurate
simulation
of
sea
temperature,
atmospheric
circulation,
and
precipitation.
Underestimations
low-level
cloud
fraction
liquid
water
content
are
suggested
to
predominantly
contribute
these
biases.
Most
model
evaluations
for
focus
on
summer
rely
satellite
products,
which
have
their
own
limitations.
In
this
work,
we
use
surface-based
observations
Macquarie
Island
provide
first
long-term,
seasonal
evaluation
both
downwelling
longwave
Australian
Community
Climate
Earth
System
Simulator
Atmosphere-only
Model
Version
2
(ACCESS-AM2)
Ocean.
The
capacity
Clouds
Earth’s
Radiant
Energy
(CERES)
product
simulate
is
also
investigated.
We
utilise
novel
lidar
simulator,
Automatic
Lidar
Ceilometer
Framework
(ALCF)
all-sky
camera
investigate
how
influenced
by
properties.
Overall,
find
an
overestimation
+9.5
±
33.5
W
m−2
fluxes
underestimation
-2.3
13.5
ACCESS-AM2
conditions,
with
more
pronounced
+25.0
48.0
occurring
summer.
CERES
presents
+8.0
18.0
-12.1
12.2
conditions.
For
radiative
effect
(CRE)
biases,
there
+4.8
28.0
-7.9
20.9
CERES.
An
associated
fraction.
occurrence
less
clear
suggest
that
modelled
phase
having
impact
Our
results
show
require
further
development
reduce
not
just
but
clear-sky
Geophysical Research Letters,
Journal Year:
2025,
Volume and Issue:
52(3)
Published: Feb. 4, 2025
Abstract
Models
from
the
Coupled
Model
Intercomparison
Project
phase
6
(CMIP6)
typically
struggle
to
reproduce
observed
Antarctic
sea
ice
trends,
a
bias
that
is
substantially
alleviated
when
constraining
winds.
We
use
wind‐nudged
simulations
two
CMIP
models
investigate
influence
of
clouds
on
area
(SIA).
find
nudging
model
winds
in
coupled
toward
reanalysis,
addition
improving
SIA
variability,
crucial
realistic
anomalies
cloud
radiative
effect
(CRE)
and
cover.
Biases
variability
properties
at
edge—characterized
by
CRE
anomalies—help
explain
remaining
discrepancies
between
simulated
SIA;
1
anomaly
corresponds
negative
0.43
anomaly.
Finally,
we
most
CMIP6
show
positive
trends
biases,
which
should
contribute
enhanced
decline,
long‐standing
models.
Journal of Advances in Modeling Earth Systems,
Journal Year:
2025,
Volume and Issue:
17(4)
Published: April 1, 2025
Abstract
A
neural
network
(NN)
surrogate
of
the
NASA
GISS
ModelE
atmosphere
(version
E3)
is
trained
on
a
perturbed
parameter
ensemble
(PPE)
spanning
45
physics
parameters
and
36
outputs.
The
NN
leveraged
in
Markov
Chain
Monte
Carlo
(MCMC)
Bayesian
inference
framework
to
generate
second
posterior
constrained
coined
“calibrated
ensemble,”
or
CPE.
CPE
members
are
characterized
by
diverse
combinations
are,
definition,
close
top‐of‐atmosphere
radiative
balance,
must
broadly
agree
with
numerous
hydrologic,
energy
cycle
forcing
metrics
simultaneously.
Global
observations
cloud,
environment,
radiation
properties
(provided
global
satellite
products)
crucial
for
generation.
explicitly
accounts
discrepancies
(or
biases)
products
during
We
demonstrate
that
product
strongly
impact
calibration
important
model
settings
(e.g.,
convective
plume
entrainment
rates;
fall
speed
cloud
ice).
Structural
improvements
new
E3
retained
across
stratocumulus
simulation).
Notably,
improved
simulation
shallow
cumulus
Amazon
rainfall
while
not
degrading
fields,
an
upgrade
neither
default
nor
Latin
Hypercube
searching
achieved.
Analyses
initial
PPE
suggested
several
were
unimportant
output
variation.
However,
many
“unimportant”
needed
generation,
result
brings
forefront
how
importance
should
be
determined
PPEs.
From
CPE,
two
45‐dimensional
configurations
radiatively‐balanced,
auto‐tuned
atmospheres
used
submissions
CMIP6.
npj Climate and Atmospheric Science,
Journal Year:
2024,
Volume and Issue:
7(1)
Published: March 22, 2024
Abstract
Southern
Ocean
(SO)
air
is
amongst
the
most
pristine
on
Earth,
particularly
during
winter.
Historically,
there
has
been
a
focus
biogenic
sources
as
an
explanation
for
seasonal
cycle
in
cloud
condensation
nuclei
concentrations
(
N
CCN
).
also
sensitive
to
strength
of
sink
terms,
although
magnitude
this
term
varies
considerably.
Wet
deposition,
process
encompassing
coalescence
scavenging
(drizzle
formation),
one
such
that
may
be
especially
relevant
over
SO.
Using
boundary
layer
climatology,
and
precipitation
observations
from
Kennaook/Cape
Grim
Observatory
(CGO),
we
find
statistically
significant
difference
between
when
upwind
meteorology
dominated
by
open
mesoscale
cellular
convection
(MCC)
closed
MCC.
When
MCC
dominant,
lower
median
(69
cm
−3
)
found
compared
(89
dominant.
Open
precipitate
more
heavily
(1.72
mm
day
−1
frequently
(16.7%
time)
than
(0.29
,
4.5%).
These
relationships
are
observed
hold
across
with
maximum
minimum
Austral
summer
(DJF).
Furthermore,
morphology
strongly
depends
meteorological
conditions.
The
relationship
can
further
examined
diurnal
season.
Although
was
again
negative
out
phase
cycle,
leading
it
~3
hours,
suggesting
other
factors,
specifically
play
primary
role
influencing
precipitation.
Science Advances,
Journal Year:
2024,
Volume and Issue:
10(48)
Published: Nov. 27, 2024
Ocean-emitted
dimethyl
sulfide
(DMS)
is
a
major
source
of
climate-cooling
aerosols.
However,
most
the
marine
biogenic
sulfur
cycling
not
routed
to
DMS
but
methanethiol
(MeSH),
another
volatile
whose
reactivity
has
hitherto
hampered
measurements.
Therefore,
global
emissions
and
climate
impact
MeSH
remain
unexplored.
We
compiled
database
seawater
concentrations,
identified
their
statistical
predictors,
produced
monthly
fields
adding
emissions.
Implemented
into
chemistry-climate
model,
increase
sulfate
aerosol
burden
by
30
70%
over
Southern
Ocean
enhance
cooling
effect
while
depleting
atmospheric
oxidants
increasing
lifetime
transport.
Accounting
for
reduces
radiative
bias
current
models
in
this
climatically
relevant
region.
Journal of Geophysical Research Atmospheres,
Journal Year:
2025,
Volume and Issue:
130(8)
Published: April 19, 2025
Abstract
Marine
boundary
layer
(MBL)
clouds
play
a
crucial
role
in
regulating
radiative
balance
the
atmosphere.
Previous
studies
identified
that
MBL
cloud
droplet
number
concentration
(Nd)
is
underestimated
by
factor
of
2
over
summertime
Southern
Ocean
(SO)
close
to
Antarctic
coast
many
models.
Here,
comparisons
between
condensation
nuclei
(CCN)
observations
from
field
campaigns
during
2017–2018
Austral
summer
Australasian
sector
SO
and
simulated
CCN
Community
Atmospheric
Model
6
(CAM6)
are
presented.
Modeled
(N
)
underestimated,
100%
at
latitudes
south
55°S
with
N
bias
(a)
largest
Plateau
summer,
implying
biased
type
has
seasonal
latitudinal
variation
and,
(b)
three
times
larger
sea
ice
than
open
water,
spray
better
compared
secondary
CCN.
Assessments
aerosol
size
distributions
indicate
an
underestimation
accumulation‐mode‐aerosols
(Ac)
diameters
70
nm
<
D
100
nm.
supersaturation
spectra
observed
had
lower
hygroscopicity
CCN,
differences
chemical
composition.
With
aerosols
including
sulfate
being
less
hygroscopic
salt
activation
ratio
derived
using
bulk
kappa
Abdul‐Razzak
function
leads
critical
62°S.
The
biases
reported
here
highlight
important
shortfalls
can
be
well‐documented
d
Earth
System
Models,
key
feature
uncertainty
pre‐industrial
conditions.
Journal of Geophysical Research Atmospheres,
Journal Year:
2025,
Volume and Issue:
130(10)
Published: May 13, 2025
Abstract
Global
climate
models
and
reanalysis
products
have
revealed
large,
persistent
downwelling
shortwave
radiation
biases
over
the
Southern
Ocean
coastal
Antarctica,
likely
caused
by
incapability
of
to
accurately
simulate
frequent
low‐level
mixed‐phase
clouds
in
these
regions.
In
this
study,
we
use
ground‐based
observations
collected
at
Davis,
Antarctica
during
Precipitation
Land
The
field
campaign
austral
summer
2019
assess
capability
high‐resolution
regional
Unified
Model
(UM)
reproduce
precipitating
off
Antarctica.
We
test
new
UM
RAL3
(Regional
Atmosphere
3)
configuration
with
double‐moment
Cloud
AeroSol
Interacting
Microphysics
scheme
bimodal
cloud
fraction
scheme,
running
spatial
resolution
1.5‐km.
compare
it
previous
RA2M
a
single‐moment
microphysics
unimodal
scheme.
exhibits
marginally
degraded
meteorological
conditions
relative
compared
observations.
For
properties,
can
generally
phase,
vertical
structure
timing
events
sublimation
precipitation
periods.
Nevertheless,
overestimated
ice
water
path
potentially
underestimated
liquid
(LWP)
contribute
positive
surface
negative
longwave
biases.
simulates
more
LWP,
though
suggest
for
wrong
reasons
due
its
nucleating
parameterization.
Our
results
that
combined
parameterizations,
while
having
reduced
performance
some
respects,
has
large
potential
better
represent
mixed
phase
region.
Atmospheric chemistry and physics,
Journal Year:
2023,
Volume and Issue:
23(16), P. 9037 - 9069
Published: Aug. 17, 2023
Abstract.
Over
the
remote
Southern
Ocean
(SO),
cloud
feedbacks
contribute
substantially
to
Earth
system
model
(ESM)
radiative
biases.
The
evolution
of
low
clouds
(cloud-top
heights
<
∼
3
km)
is
strongly
modulated
by
precipitation
and/or
evaporation,
which
act
as
primary
sink
condensate.
Constraining
processes
in
ESMs
requires
robust
observations
suitable
for
process-level
evaluations.
A
year-long
subset
(April
2016–March
2017)
ground-based
profiling
instrumentation
deployed
during
Macquarie
Island
Cloud
and
Radiation
Experiment
(MICRE)
field
campaign
(54.5∘
S,
158.9∘
E)
combines
a
95
GHz
(W-band)
Doppler
radar,
two
lidar
ceilometers,
balloon-borne
soundings
quantify
occurrence
frequency
from
liquid-phase
base.
Liquid-based
at
precipitate
70
%
time,
with
deeper
colder
precipitating
more
frequently
higher
intensity
compared
thinner
warmer
clouds.
Supercooled
layers
readily
than
cloud-top
temperatures
>
0
∘C,
regardless
geometric
thickness
layer,
also
evaporate
frequently.
We
further
demonstrate
an
approach
employ
these
observational
constraints
evaluation
9-year
GISS-ModelE3
ESM
simulation.
Model
output
processed
through
Column
Collaboratory
(EMC2)
radar
instrument
simulator
same
specifications
those
MICRE,
therefore
accounting
sensitivities
ensuring
coherent
comparison.
Relative
MICRE
observations,
produces
smaller
frequency,
greater
sub-cloud
evaporation.
lower
relative
contrasts
numerous
studies
that
suggest
ubiquitous
bias
too
over
SO
when
satellite-based
likely
owing
sensitivity
limitations
spaceborne
different
sampling
methodologies
ground-
versus
space-based
observations.
Despite
deficiencies,
reproduces
observed
tendency
intensity.
specific
regimes,
including
near-surface
account
25
liquid-based
optically
thin,
non-precipitating
27
bases
250
m.
demonstrated
framework,
merges
appropriately
constrained
output,
valuable
evaluate
responsible
ESMs.
Journal of Advances in Modeling Earth Systems,
Journal Year:
2023,
Volume and Issue:
15(5)
Published: April 29, 2023
Abstract
In
a
quest
to
represent
the
Earth
system,
climate
models
have
become
more
and
complex.
This
generates
problems,
for
example,
hindering
model
interpretability.
study
contributes
regain
of
understanding
proposes
simplifications
decrease
scheme
complexity.
We
reflect
on
reasons
complexity
problems
it
or
deepens,
connecting
perspectives
from
atmospheric
science
philosophy
science.
Using
an
emulated
perturbed
parameter
ensemble
cloud
microphysics
(CMP)
process
efficiencies,
we
investigate
sensitivity
perturbations.
The
analysis
characterizes
behavior,
contrasting
physical
as
well
alternative
CMP
formulation
(comparing
2M
(Lohmann
et
al.,
2007,
https://doi.org/10.5194/acp-7-3425-2007
)
P3
(Morrison
&
Milbrandt,
2015,
https://doi.org/10.1175/JAS-D-14-0065.1
;
Dietlicher
2018,
https://doi.org/10.5194/gmd-11-1557-2018
)).
For
scheme,
ice
crystal
autoconversion
dominates
in
phase.
removes
this
artificial
thus
shows
balanced
sensitivities.
Model
behavior
sometimes
aligns
with
understanding,
but
many
sensitivities
are
masked
by
other
dominant
processes
finally
responds
differently
due
adjustments.
identify
that
is
not
sensitive
test
their
simplification.
heterogeneous
freezing
secondary
production
drastically
simplifiable.
Depending
one's
modeling
vision
one
may
interpret
study's
findings
pointing
simplification
potential
need
representation
improvements
where
does
tally
our
understanding.
Journal of Geophysical Research Atmospheres,
Journal Year:
2023,
Volume and Issue:
128(17)
Published: Aug. 29, 2023
Abstract
Shallow
cloud
decks
residing
in
or
near
the
boundary
layer
cover
a
large
fraction
of
Southern
Ocean
(SO)
and
play
major
role
determining
amount
shortwave
radiation
reflected
back
to
space
from
this
region.
In
article,
we
examine
macrophysical
characteristics
thermodynamic
phase
low
clouds
(tops
<3
km)
precipitation
using
ground‐based
ceilometer,
depolarization
lidar
vertically‐pointing
W‐band
radar
measurements
collected
during
Macquarie
Island
Cloud
Radiation
Experiment
(MICRE)
April
2016
March
2017.
During
MICRE,
occurred
∼65%
time
on
average
(slightly
more
often
austral
winter
than
summer).
About
2/3
were
cold‐topped
(temperatures
≤0°C).
These
thicker
had
higher
bases
warm‐topped
clouds.
83%–88%
liquid
at
base
(depending
season).
The
majority
vertical
range
150–250
m
below
base,
significant
which
did
not
reach
surface.
Phase
characterization
is
limited
period
between
November
2016.
Small‐particle
(low‐radar‐reflectivity)
(which
dominates
occurrence)
was
mostly
below‐cloud,
while
large‐particle
total
accumulation)
predominantly
mixed/ambiguous
ice
phase.
Approximately
40%
(with
droplets
base).
Below‐cloud
with
reflectivity
factors
about
−10
dBZ
liquid,
above
0
ice.