Earth system science data,
Journal Year:
2024,
Volume and Issue:
16(5), P. 2425 - 2448
Published: May 22, 2024
Abstract.
The
Long-term
Gap-free
High-resolution
Air
Pollutants
(LGHAP)
concentration
dataset
generated
in
our
previous
study
has
provided
spatially
contiguous
daily
aerosol
optical
depth
(AOD)
and
fine
particulate
matter
(PM2.5)
concentrations
at
a
1
km
grid
resolution
China
since
2000.
This
advancement
empowered
unprecedented
assessments
of
regional
variations
their
influence
on
the
environment,
health,
climate
over
past
20
years.
However,
there
is
need
to
enhance
such
high-quality
AOD
PM2.5
with
new
robust
features
extended
spatial
coverage.
In
this
study,
we
present
version
2
global-scale
LGHAP
(LGHAP
v2),
which
was
using
improved
big
Earth
data
analytics
via
seamless
integration
versatile
science,
pattern
recognition,
machine
learning
methods.
Specifically,
multimodal
AODs
air
quality
measurements
acquired
from
relevant
satellites,
ground
monitoring
stations,
numerical
models
were
harmonized
by
harnessing
capability
random-forest-based
data-driven
models.
Subsequently,
an
tensor-flow-based
reconstruction
algorithm
developed
weave
multisource
products
together
for
filling
gaps
Multi-Angle
Implementation
Atmospheric
Correction
(MAIAC)
retrievals
Terra.
results
ablation
experiments
demonstrated
better
performance
gap-filling
method
terms
both
convergence
speed
accuracy.
Ground-based
validation
indicated
good
accuracy
global
gap-free
dataset,
correlation
coefficient
(R)
0.85
root
mean
square
error
(RMSE)
0.14
compared
worldwide
observations
AErosol
RObotic
NETwork
(AERONET),
outperforming
purely
reconstructed
(R
=
0.83,
RMSE
0.15),
but
they
slightly
worse
than
raw
MAIAC
0.88,
0.11).
For
mapping,
novel
deep-learning
approach,
termed
SCene-Aware
ensemble
Graph
ATtention
network
(SCAGAT),
hereby
applied.
While
accounting
scene
representativeness
across
regions,
SCAGAT
performed
during
extrapolation,
largely
reducing
modeling
biases
regions
limited
and/or
even
absent
situ
measurements.
that
estimates
exhibit
higher
prediction
accuracies,
R
0.95
5.7
µg
m−3,
obtained
former
holdout
sites
worldwide.
Overall,
while
leveraging
state-of-the-art
methods
science
artificial
intelligence,
quality-enhanced
v2
through
cohesively
weaving
diverse
sources.
gap-free,
high-resolution,
coverage
merits
render
invaluable
database
advancing
aerosol-
haze-related
studies
as
well
triggering
multidisciplinary
applications
environmental
management,
health-risk
assessment,
change
attribution.
All
grids
user
guide
visualization
codes,
are
publicly
accessible
https://zenodo.org/communities/ecnu_lghap
(last
access:
3
April
2024,
Bai
Li,
2023a).
Science Advances,
Journal Year:
2023,
Volume and Issue:
9(37)
Published: Sept. 13, 2023
This
planetary
boundaries
framework
update
finds
that
six
of
the
nine
are
transgressed,
suggesting
Earth
is
now
well
outside
safe
operating
space
for
humanity.
Ocean
acidification
close
to
being
breached,
while
aerosol
loading
regionally
exceeds
boundary.
Stratospheric
ozone
levels
have
slightly
recovered.
The
transgression
level
has
increased
all
earlier
identified
as
overstepped.
As
primary
production
drives
system
biosphere
functions,
human
appropriation
net
proposed
a
control
variable
functional
integrity.
boundary
also
transgressed.
modeling
different
climate
and
land
change
illustrates
these
anthropogenic
impacts
on
must
be
considered
in
systemic
context.
Atmospheric chemistry and physics,
Journal Year:
2021,
Volume and Issue:
21(1), P. 87 - 128
Published: Jan. 6, 2021
Abstract.
Within
the
framework
of
AeroCom
(Aerosol
Comparisons
between
Observations
and
Models)
initiative,
state-of-the-art
modelling
aerosol
optical
properties
is
assessed
from
14
global
models
participating
in
phase
III
control
experiment
(AP3).
The
are
similar
to
CMIP6/AerChemMIP
Earth
System
Models
(ESMs)
provide
a
robust
multi-model
ensemble.
Inter-model
spread
species
lifetimes
emissions
appears
be
that
mass
extinction
coefficients
(MECs),
suggesting
depth
(AOD)
uncertainties
associated
with
broad
spectrum
parameterised
processes.
Total
AOD
approximately
same
as
I
(AP1)
simulations.
However,
we
find
50
%
decrease
(OD)
black
carbon
(BC),
attributable
combination
decreased
lifetimes.
Relative
contributions
sea
salt
(SS)
dust
(DU)
have
shifted
being
equal
AP1
SS
contributing
about
2∕3
natural
AP3.
This
shift
linked
DU
burden,
lower
MEC,
slight
lifetime,
coarser
particle
sizes
AP3
compared
AP1.
observations,
ensemble
median
most
underestimate
all
investigated,
is,
total
well
fine
coarse
(AODf,
AODc),
Ångström
exponent
(AE),
dry
surface
scattering
(SCdry),
absorption
(ACdry)
coefficients.
Compared
AERONET,
by
ca.
21
±
20
(as
inferred
interquartile
range).
Against
satellite
data,
biases
range
−37
(MODIS-Terra)
−16
(MERGED-FMI,
multi-satellite
product),
which
explain
differences
individual
satellites
AERONET
measurements
themselves.
Correlation
(R)
model
observation
records
generally
high
(R>0.75),
capable
capturing
spatio-temporal
variations
AOD.
We
much
larger
AODc
(∼
−45
25
%)
than
AODf
−15
slightly
increased
inter-model
These
results
indicate
problems
SS.
bias
likely
due
missing
over
continental
land
masses
(particularly
United
States,
SE
Asia,
S.
America),
while
marine
sites
AATSR
SU
data
suggest
more
moderate
oceanic
AODc.
Column
AEs
underestimated
10
16
%.
For
situations
show
AE
>
2,
35
In
contrast,
(but
one)
exhibit
large
overestimates
when
dominates
(bias
+140
if
observed
<
0.5).
Simulated
does
not
span
variability.
overestimate
size
(or
fine-mode
fraction)
for
fine-dominated
coarse-dominated
aerosol.
must
implications
water
uptake,
enhancement,
radiative
effect,
can
quantify
at
this
moment.
Comparison
against
Global
Atmosphere
Watch
(GAW)
situ
mean
−35
−20
18
SCdry
ACdry,
respectively.
ACdry
suggests
will
simulate
an
single
albedo
too
low.
ambient
air
consistent
recent
findings
enhancement
hygroscopic
growth.
broadly
negative
effects
current
models.
Considerable
diversity
simulated
often
found
regions
are,
unfortunately,
or
only
sparsely
covered
ground-based
observations.
includes,
instance,
Sahara,
Amazonia,
central
Australia,
South
Pacific.
highlights
need
better
site
coverage
would
enable
us
assess
models,
but
also
performance
products
these
regions.
Using
proxy
present-day
forcing
estimates,
our
%,
however,
considerably
range,
+10
Earth system science data,
Journal Year:
2020,
Volume and Issue:
12(4), P. 3573 - 3620
Published: Dec. 22, 2020
Abstract.
Proven
by
multiple
theoretical
and
practical
studies,
multi-angular
spectral
polarimetry
is
ideal
for
comprehensive
retrieval
of
properties
aerosols.
Furthermore,
a
large
number
advanced
space
polarimeters
have
been
launched
recently
or
planned
to
be
deployed
in
the
coming
few
years
(Dubovik
et
al.,
2019).
Nevertheless,
at
present,
utilization
aerosol
products
from
rather
limited,
due
relatively
small
polarimetric
compared
photometric
observations,
as
well
challenges
making
full
use
extensive
information
content
available
these
complex
observations.
Indeed,
while
recent
several
new
algorithms
developed
provide
enhanced
retrievals
satellite
polarimetry,
value
yet
remains
proven.
In
this
regard,
paper
presents
analysis
obtained
Generalized
Retrieval
Atmosphere
Surface
Properties
(GRASP)
algorithm
POLDER/PARASOL
After
about
decade
development,
GRASP
has
adapted
operational
processing
observations
released.
These
updated
PARASOL/GRASP
are
publicly
(e.g.,
http://www.icare.univ-lille.fr,
last
access:
16
October
2018,
http://www.grasp-open.com/products/,
28
March
2020);
dataset
used
current
study
registered
under
https://doi.org/10.5281/zenodo.3887265
(Chen
2020).
The
objective
comprehensively
evaluate
First,
validation
entire
2005–2013
archive
was
conducted
comparing
ground-based
Aerosol
Robotic
Network
(AERONET)
data.
subjects
optical
depth
(AOD),
absorption
(AAOD)
single-scattering
albedo
(SSA)
six
wavelengths,
Ångström
exponent
(AE),
fine-mode
AOD
(AODF)
coarse-mode
(AODC)
interpolated
reference
wavelength
550
nm.
Second,
an
inter-comparison
with
PARASOL/Operational,
MODIS
Dark
Target
(DT),
Deep
Blue
(DB)
Multi-Angle
Implementation
Atmospheric
Correction
(MAIAC)
year
2008
performed.
Over
land
both
data
validations
inter-comparisons
were
separately
different
surface
types,
discriminated
bins
normalized
difference
vegetation
index
(NDVI):
<
0.2,
0.2
≤
0.4,
0.4
0.6,
≥
0.6.
Three
analyzed:
GRASP/HP
(“High
Precision”),
Optimized
Models.
consistent
but
using
assumptions
modeling
accuracies
atmospheric
radiative
transfer
(RT)
calculations.
Specifically,
when
there
direct
size
distribution
refraction.
When
GRASP/Models,
approximated
mixture
prescribed
components,
each
their
own
fixed
properties,
only
concentrations
those
components
retrieved.
employs
most
accurate
RT
calculations,
GRASP/Optimized
GRASP/Models
optimized
achieve
best
trade-off
between
accuracy
speed.
all
three
options,
underlying
reflectance
retrieved
simultaneously
calculations
performed
“online”
during
retrieval.
All
results
show
solid
quality
characteristics.
retrievals,
however,
provided
products,
e.g.,
(550
nm)
unbiased
highest
correlation
(R
∼
0.92)
fraction
(∼
55.3
%)
satisfying
requirements
Global
Climate
Observing
System
(GCOS)
AERONET
non-negligible
positive
bias
0.07)
low
(<
0.2).
On
other
hand,
detailed
microphysical
characteristics
(AE,
AODF,
AODC,
SSA,
etc.)
correlate
generally
better
than
do
GRASP/Models.
Overall,
demonstrates
high
versus
AERONET.
Evidently,
approach
more
total
AOD,
limited
models
used.
comparative
showed
that,
based
on
against
AERONET,
product
similar
sometimes
higher
products.
good
agreement
over
ocean.
land,
especially
bright
surfaces,
degrades
differences
increase.
characteristics,
such
AE,
AODF
AODC
PARASOL/GRASP,
reliable,
land.
global
robust
agreement,
though
some
patterns
tendencies
observed.
ocean,
PARASOL/Models
MODIS/DT
agree
coefficient
0.92.
lower,
ranging
0.76
0.85.
There
no
significant
offset;
surfaces
tend
values
smaller
moderate
AODs.
Seasonal
means
suggest
that
biomass
burning
loading
central
Africa
dust
Taklamakan
Desert,
less
northern
Sahara.
It
noticeable
also
sites
somewhat
higher,
suggesting
work
rest
globe.
One
potential
reasons
may
general,
rely
climatology
retrievals.
shows
like
POLDER
least
comparable
single-viewing
MODIS-like
imagers.
At
same
time,
AE),
additional
parameters
AAOD
SSA.
Frontiers in Remote Sensing,
Journal Year:
2021,
Volume and Issue:
2
Published: Oct. 19, 2021
Advanced
inversion
Multi-term
approach
utilizing
multiple
a
priori
constraints
is
proposed.
The
used
as
base
for
the
first
unified
algorithm
GRASP
that
applicable
to
diverse
remote
sensing
observations
and
retrieving
variety
of
atmospheric
properties.
utilization
demonstrated.
Aeolian Research,
Journal Year:
2022,
Volume and Issue:
60, P. 100849 - 100849
Published: Dec. 16, 2022
Mineral
dust
particles
suspended
in
the
atmosphere
span
more
than
three
orders
of
magnitude
diameter,
from
<0.1
µm
to
100
µm.
This
wide
size
range
makes
a
unique
aerosol
species
with
ability
interact
many
aspects
Earth
system,
including
radiation,
clouds,
hydrology,
atmospheric
chemistry,
and
biogeochemistry.
review
focuses
on
coarse
super-coarse
aerosols,
which
we
respectively
define
as
diameter
2.5–10
10–62.5
We
several
lines
observational
evidence
indicating
that
are
transported
farther
previously
expected
abundance
these
is
substantially
underestimated
current
global
models.
synthesize
previous
studies
used
observations,
theories,
model
simulations
highlight
impacts
aerosols
their
effects
dust-radiation
interactions,
dust-cloud
Specifically,
produce
net
positive
direct
radiative
effect
(warming)
at
top
can
modify
temperature
water
vapor
profiles,
influencing
distribution
clouds
precipitation.
In
addition,
contribute
substantial
fraction
ice-nucleating
particles,
especially
temperatures
above
–23
°C.
They
also
available
reactive
surfaces
for
processing
deposition
flux
land
ocean
biogeochemistry
by
supplying
important
nutrients
such
iron
phosphorus.
Furthermore,
examine
limitations
representation
remote-sensing
retrievals.
Because
uncertainties
simulating
offer
some
recommendations
facilitate
future
studies.
Overall,
conclude
an
accurate
properties
critical
understanding
system.
Atmospheric chemistry and physics,
Journal Year:
2022,
Volume and Issue:
22(3), P. 2095 - 2119
Published: Feb. 15, 2022
Abstract.
Mineral
dust
impacts
key
processes
in
the
Earth
system,
including
radiation
budget,
clouds,
and
nutrient
cycles.
We
evaluate
aerosols
16
models
participating
sixth
phase
of
Coupled
Model
Intercomparison
Project
(CMIP6)
against
multiple
reanalyses
observations.
note
that
both
observations
used
here
have
their
limitations
particularly
emission
deposition
are
poorly
constrained.
Most
models,
multi-model
ensemble
mean
(MEM),
capture
spatial
patterns
seasonal
cycles
global
well.
However,
large
uncertainties
inter-model
diversity
found.
For
example,
emissions,
primarily
driven
by
model-simulated
surface
winds,
vary
a
factor
5
across
while
MEM
estimate
is
double
amount
reanalyses.
The
ranges
CMIP6
emission,
deposition,
burden,
optical
depth
(DOD)
larger
than
previous
generations
models.
Models
present
considerable
disagreement
over
North
China
America.
Here,
DOD
values
overestimated
most
with
1.2–1.7
times
compared
to
satellite
reanalysis
datasets.
Such
overestimates
can
reach
up
individual
also
fail
reproduce
some
features
regional
distribution,
such
as
accumulation
along
southern
edge
Himalayas.
Overall,
there
still
models'
simulated
processes,
which
feature
inconsistent
biases
throughout
life
cycle
between
relationship
connecting
mass
DOD.
Our
results
imply
modelled
becoming
more
uncertain
become
sophisticated.
More
detailed
output
size-resolved
variables
particular,
relating
future
intercomparison
projects,
needed
enable
better
constraints
potential
identification
observationally
constrained
links
properties.
Earth system science data,
Journal Year:
2022,
Volume and Issue:
14(2), P. 907 - 927
Published: Feb. 24, 2022
Abstract.
Developing
a
big
data
analytics
framework
for
generating
the
Long-term
Gap-free
High-resolution
Air
Pollutant
concentration
dataset
(abbreviated
as
LGHAP)
is
of
great
significance
environmental
management
and
Earth
system
science
analysis.
By
synergistically
integrating
multimodal
aerosol
acquired
from
diverse
sources
via
tensor-flow-based
fusion
method,
gap-free
optical
depth
(AOD)
with
daily
1
km
resolution
covering
period
2000–2020
in
China
was
generated.
Specifically,
gaps
AOD
imageries
Moderate
Resolution
Imaging
Spectroradiometer
(MODIS)
aboard
Terra
were
reconstructed
based
on
set
tensors
satellites,
numerical
analysis,
situ
air
quality
measurements
integrative
efforts
spatial
pattern
recognition
high-dimensional
gridded
image
analysis
knowledge
transfer
statistical
mining.
To
our
knowledge,
this
first
long-term
high-resolution
China,
which
spatially
contiguous
PM2.5
PM10
concentrations
then
estimated
using
an
ensemble
learning
approach.
Ground
validation
results
indicate
that
LGHAP
are
good
agreement
observations
Aerosol
Robotic
Network
(AERONET),
R
0.91
RMSE
equaling
0.21.
Meanwhile,
estimations
also
agreed
well
ground
measurements,
values
0.95
0.94
RMSEs
12.03
19.56
µg
m−3,
respectively.
The
provides
suite
maps
high
to
better
examine
changes
over
past
2
decades,
three
major
variation
periods
haze
pollution
revealed.
Additionally,
proportion
population
exposed
unhealthy
increased
50.60
%
2000
63.81
2014
across
reduced
drastically
34.03
2020.
Overall,
generated
has
potential
trigger
multidisciplinary
applications
observations,
climate
change,
public
health,
ecosystem
assessment,
management.
AOD,
PM2.5,
datasets
publicly
available
at
https://doi.org/10.5281/zenodo.5652257
(Bai
et
al.,
2021a),
https://doi.org/10.5281/zenodo.5652265
2021b),
https://doi.org/10.5281/zenodo.5652263
2021c),
Monthly
annual
can
be
https://doi.org/10.5281/zenodo.5655797
2021d)
https://doi.org/10.5281/zenodo.5655807
2021e),
Python,
MATLAB,
R,
IDL
codes
provided
help
users
read
visualize
these
data.
Atmospheric chemistry and physics,
Journal Year:
2020,
Volume and Issue:
20(21), P. 13191 - 13216
Published: Nov. 10, 2020
Abstract.
Simulations
are
performed
for
the
period
2000–2015
by
two
different
regional
climate
models,
ALADIN
and
RegCM,
to
quantify
direct
semi-direct
radiative
effects
of
biomass-burning
aerosols
(BBAs)
in
southeast
Atlantic
(SEA)
region.
Different
simulations
have
been
using
strongly
absorbing
BBAs
accordance
with
recent
situ
observations
over
SEA.
For
July–August–September
(JAS)
season,
single
scattering
albedo
(SSA)
total
aerosol
optical
depth
(AOD)
simulated
RegCM
models
consistent
MACv2
climatology
MERRA-2
CAMS-RA
reanalyses
near
emission
sources.
However,
above-cloud
AOD
is
slightly
underestimated
compared
satellite
(MODIS
POLDER)
data
during
transport
The
effect
exerted
at
continental
oceanic
surfaces
significant
both
top
atmosphere
indicate
a
remarkable
contrast
SEA
(in
all-sky
conditions),
cooling
(warming)
north
(south)
10
∘S,
which
agreement
climatology.
In
addition,
that
responsible
an
important
shortwave
heating
∼0.5–1
K
per
day
JAS
maxima
between
2
4
km
a.m.s.l.
(above
mean
sea
level).
At
these
altitudes,
increase
air
temperature
∼0.2–0.5
K,
highest
values
being
co-located
low
stratocumulus
clouds.
Vertical
changes
limit
subsidence
mass
SEA,
creating
cyclonic
anomaly.
opposite
continent
due
lower
troposphere
stability.
BBA
on
circulation
found
be
models.
Changes
cloud
fraction
moderate
response
presence
smoke,
differ
Gulf
Guinea.
Finally,
results
sensitivity
properties
BBAs.
Over
(Sc)
region,
DRE
varies
from
+0.94
W
m−2
(scattering
BBAs)
+3.93
(most
BBAs).
Atmospheric chemistry and physics,
Journal Year:
2020,
Volume and Issue:
20(14), P. 8867 - 8908
Published: July 27, 2020
Abstract.
In
order
to
assess
the
evolution
of
aerosol
parameters
affecting
climate
change,
a
long-term
trend
analysis
optical
properties
was
performed
on
time
series
from
52
stations
situated
across
five
continents.
The
measured
scattering,
backscattering
and
absorption
coefficients
as
well
derived
single
scattering
albedo,
fraction,
Ångström
exponents
covered
at
least
10
years
up
40
for
some
stations.
non-parametric
seasonal
Mann–Kendall
(MK)
statistical
test
associated
with
several
pre-whitening
methods
Sen's
slope
used
main
method.
Comparisons
general
mean
square
autoregressive
bootstrap
(GLS/ARB)
standard
(LMS)
enabled
confirmation
detected
MK
statistically
significant
trends
assessment
advantages
limitations
each
Currently,
coefficient
are
mostly
decreasing
in
Europe
North
America
not
Asia,
while
polar
exhibit
mix
increasing
trends.
A
few
also
found
Australia.
Absorption
primarily
For
%
sites
positive
trends,
eastern/northern
Arctic,
22
negative
central
America,
remaining
26
have
which
significant.
addition
evaluating
overall
series,
sequential
10-year
segments
analyzed.
backscattering,
earlier
periods
(10-year
ending
2010–2015)
Mauna
Loa.
most
stations,
present-day
albedo
were
preceded
by
effect
air
pollution
abatement
policies
continental
is
very
obvious
–
there
shift
2009–2012
all
eastern
USA.
This
radiative
broad
spatial
coverage
provides
insight
into
potential
effects
changes.