Abstract.
Tropospheric
ozone
(O3)
concentrations
depend
on
a
combination
of
hemispheric,
regional,
and
local-scale
processes.
Estimates
how
much
O3
is
produced
locally
vs.
transported
from
further
afield
are
essential
in
air
quality
management
regulatory
policies.
Here,
tagged-ozone
mechanism
within
the
Weather
Research
Forecasting
model
coupled
with
chemistry
(WRF-Chem)
used
to
quantify
contributions
surface
UK
anthropogenic
nitrogen
oxideÂ
(NOx)
emissions
inside
outside
during
MayâAugust
2015.
The
contribution
different
source
regions
three
metrics
also
examined.
It
shown
that
simulations
predict
concentration
spatial
distribution
domain-wide
mean
bias
â3.7âppbv.
Anthropogenic
NOx
Europe
account
for
13â%
16â%,
respectively,
monthly
UK,
as
majority
(71â%)
originates
hemispheric
background.
Hemispheric
contributes
most
north
west
peaks
May,
whereas
European
significant
east,
south-east,
London,
i.e.
UK's
populated
areas,
intensifying
towards
June
July.
Moreover,
sources
generally
rather
than
inÂ
situ.
demonstrated
more
stringent
emission
controls
over
continental
Europe,
particularly
western
would
be
necessary
improve
health-related
metric
MDA8
above
50
60âppbv.
Emission
larger
such
Northern
Hemisphere,
instead
required
lessen
impacts
ecosystems
quantified
by
AOT40
metric.
Deleted Journal,
Journal Year:
2025,
Volume and Issue:
14, P. 99 - 115
Published: April 4, 2025
This
paper
addresses
the
critical
issue
of
atmospheric
pollution
in
India,
underscoring
necessity
for
precise
predictive
analytics
Air
Quality
Index
(AQI)
data
effective
control.
The
study
delineates
etiological
factors
and
substantial
health
hazards
correlated
with
air
pollution,
encompassing
elevated
mortality
rates,
respiratory
cardiovascular
diseases,
mental
complications.
AQI
is
presented
as
a
necessary
component
converting
complex
quality
into
single,
easily
understandable
metric.
research
aims
to
facilitate
control
through
real-time
monitoring
future
predictions
timely
interventions.
To
attain
this
objective,
employs
use
boosting
algorithms,
like
extreme
gradient
(XGBoost),
light
machine
(LightGBM),
an
ensemble
stack
XGBoost
LightGBM
prediction
South
Indian
cities.
performance
these
models
was
found
noteworthy,
high
R²
scores
low
root-mean-squared
error
(RMSE)
scores,
exhibiting
its
efficacy
providing
highly
accurate
results.
By
merging
technological
innovation
learning
capabilities,
equip
decision-makers
actionable
insights
informed
mitigation
strategies,
promoting
more
sustainable
environment.
Keywords:
Pollution,
(AQI),
XGBoost,
LightGBM,
Ensemble
Stack
Earth and Space Science,
Journal Year:
2024,
Volume and Issue:
11(3)
Published: March 1, 2024
Abstract
Lightning‐generated
nitrogen
oxides
(LNOx)
have
an
impact
on
the
concentration
of
ground‐level
ozone
which
acts
as
a
toxic
air
pollutant,
thereby
negatively
influencing
human
health
and
environment.
To
understand
LNOx
ozone,
we
simulated
four
thunderstorm
events
in
Tehran
using
WRF‐Chem
model.
As
observations
are
not
available,
evaluated
temporal
distribution
against
quality
monitoring
station.
We
also
compared
simulation
results
spatial
total
column
from
Ozone
Monitoring
Instrument.
performs
well
concentration,
with
best
performance
for
event
highest
lightning
activity
(correlation
coefficient
0.91).
The
analysis
observed
indicates
good
WRF‐Chem.
Hourly
variation
during
is
both
hourly
number
events.
There
agreement
between
two
events,
correlation
coefficients
0.55
0.57.
emissions
enhance
production
middle
to
upper
troposphere,
can
subsequently
contribute
increase
by
transport,
vertical
mixing,
chemistry.
In
addition,
initiation
chemical
processes
response
cloud‐to‐ground
strikes
may
ozone.
Atmospheric chemistry and physics,
Journal Year:
2024,
Volume and Issue:
24(8), P. 4949 - 4972
Published: April 29, 2024
Abstract.
The
design
of
emission
abatement
measures
to
effectively
reduce
high
ground-level
ozone
(O3)
concentrations
in
urban
areas
is
very
complex.
In
addition
the
strongly
non-linear
chemistry
this
secondary
pollutant,
precursors
can
be
released
by
a
variety
sources
different
regions,
and
locally
produced
O3
mixed
with
that
transported
from
regional
or
continental
scales.
All
these
processes
depend
also
on
specific
meteorological
conditions
topography
study
area.
Consequently,
high-resolution
comprehensive
modeling
tools
are
needed
understand
drivers
photochemical
pollution
assess
potential
local
strategies
adverse
impacts
tropospheric
levels.
study,
we
apply
Integrated
Source
Apportionment
Method
(ISAM)
implemented
Community
Multiscale
Air
Quality
(CMAQ
v5.3.2)
model
investigate
origin
summertime
Madrid
region
(Spain).
Consistent
previous
studies,
our
results
confirm
levels
dominated
non-local
contributions,
representing
around
70
%
mean
values
across
region.
Nonetheless,
emitted
sources,
mainly
road
traffic,
play
more
important
role
during
peaks,
contributions
as
25
ppb.
impact
higher
under
unfavorable
associated
accumulation
patterns.
These
findings
suggest
system
may
used
future
simulate
outcomes
prevent
high-O3
episodes
metropolitan
Tropospheric
ozone
impacts
health,
climate,
and
ecosystems.
Effective
mitigation
policies
are
challenged
by
limited
quantitative
understanding
of
national
versus
transboundary
contributions
to
surface
ozone.
This
study
uses
a
chemical
transport
model
with
source
apportionment
algorithm
analyze
across
Europe
from
2015
2017
during
peak
season.
We
quantify
country-level
production
imported
ozone,
distinguishing
35
European
countries,
neighboring
seas,
hemispheric
influences.
Results
show
substantial
outside
the
playing
significant
role.
crucial
high
episodes,
especially
Germany,
France,
Italy,
UK,
Poland,
Spain.
Spain,
northern
northwest
France
identified
as
areas
where
precursor
reductions
would
be
more
effective
in
improving
air
quality.
Furthermore,
25
countries
studied
net
importers
cumulative
mass,
Netherlands,
Belgium,
UK
acting
major
exporters.
These
findings
highlight
need
for
comprehensive
quality
cross-border
cooperation.
The
pollutants
is
critical
external
contributor
concentration
Europe,
emissions
key
according
an
analysis
using
regional
modeling
tagging
method.
Atmospheric chemistry and physics,
Journal Year:
2022,
Volume and Issue:
22(20), P. 13797 - 13815
Published: Oct. 26, 2022
Abstract.
Tropospheric
ozone
(O3)
concentrations
depend
on
a
combination
of
hemispheric,
regional,
and
local-scale
processes.
Estimates
how
much
O3
is
produced
locally
vs.
transported
from
further
afield
are
essential
in
air
quality
management
regulatory
policies.
Here,
tagged-ozone
mechanism
within
the
Weather
Research
Forecasting
model
coupled
with
chemistry
(WRF-Chem)
used
to
quantify
contributions
surface
UK
anthropogenic
nitrogen
oxide
(NOx)
emissions
inside
outside
during
May–August
2015.
The
contribution
different
source
regions
three
metrics
also
examined.
It
shown
that
simulations
predict
concentration
spatial
distribution
domain-wide
mean
bias
−3.7
ppbv.
Anthropogenic
NOx
Europe
account
for
13
%
16
%,
respectively,
monthly
UK,
as
majority
(71
%)
originates
hemispheric
background.
Hemispheric
contributes
most
north
west
peaks
May,
whereas
European
significant
east,
south-east,
London,
i.e.
UK's
populated
areas,
intensifying
towards
June
July.
Moreover,
sources
generally
rather
than
situ.
demonstrated
more
stringent
emission
controls
over
continental
Europe,
particularly
western
would
be
necessary
improve
health-related
metric
MDA8
above
50
60
Emission
larger
such
Northern
Hemisphere,
instead
required
lessen
impacts
ecosystems
quantified
by
AOT40
metric.
npj Climate and Atmospheric Science,
Journal Year:
2024,
Volume and Issue:
7(1)
Published: Dec. 19, 2024
Effective
abatement
of
air-pollution-induced
health
damages
requires
a
comprehensive
understanding
the
changing
roles
individual
sources
and
cross-regional
transport.
Here,
we
estimate
premature
mortality
attributable
to
specific
source
categories,
precursor
species,
regions
within
mainland
China.
We
find
that
marginal
national
deaths,
dominated
by
PM2.5
exposure,
have
declined
from
151,842
per
10%
growth
emissions
in
2013
111,271
2020,
would
further
54,293
2035
following
carbon
peaking
neutrality
pathway.
The
impacts
certain
species-category
combinations
grown
including
NOX
industrial
combustion
off-road
traffic.
proportions
cross-provincial
burden
remained
stable
at
around
50%.
Provinces
with
net
exporting
deaths
were
intensively
located
north
China
while
those
importing
south.
Our
findings
highlight
need
for
location-precursor/sector-specific
strategy
emission
controls
China's
public
regulatory
framework.