Information Dynamics and Applications,
Journal Year:
2022,
Volume and Issue:
1(1), P. 44 - 58
Published: Dec. 27, 2022
This
study
proposes
a
systematic
review
of
the
application
Ensemble
learning
(EL)
in
multiple
industries.
aims
to
prevailing
industries
guide
for
future
landing
application.
also
research
method
based
on
Systematic
Literature
Review
(SLR)
address
EL
literature
and
help
advance
our
understanding
optimization.
The
is
divided
three
categories
by
National
Bureau
Statistics
China
(NBSC):
primary
industry,
secondary
industry
tertiary
industry.
Among
existing
problems
industrial
management
systems,
frequently
discussed
are
quality
control,
prediction,
detection,
efficiency
satisfaction.
In
addition,
given
huge
potential
various
fields,
gap
further
directions
suggested.
essential
managers
cross-disciplinary
scholars
lead
guideline
solve
issues
practical
work,
as
it
provided
panorama
domains
current
problems.
first
literature.
paper
has
values
broaden
area
EL,
proposed
novel
SLR
sort
out
Research Square (Research Square),
Journal Year:
2023,
Volume and Issue:
unknown
Published: Dec. 12, 2023
Abstract
Ambient
PM
2.5
pollution
is
recognized
as
a
leading
environmental
risk
factor,
causing
significant
mortality
and
morbidity
in
China.
However,
the
specific
contributions
of
individual
constituents
remain
unclear,
primarily
due
to
lack
comprehensive
ground
monitoring
network
for
constituents.
This
issue
particularly
critical
carbonaceous
species
such
organic
carbon
(OC)
elemental
(EC),
which
are
known
their
health
impacts,
understanding
OC/EC
ratio
crucial
identifying
sources.
To
address
this,
we
developed
Super
Learner
model
integrating
Multi-angle
Imaging
SpectroRadiometer
(MISR)
retrievals
predict
daily
OC
concentrations
across
China
from
2003
2019
at
10-km
spatial
resolution.
Our
demonstrates
robust
predictive
accuracy,
evidenced
by
random
cross-validation
R²
0.84
an
RMSE
4.9
μg/m³,
level.
Although
MISR
polar-orbiting
instrument,
its
fractional
aerosol
data
make
contribution
exposure
model.
We
then
use
explore
spatiotemporal
distributions
further
calculate
EC/OC
compared
regional
discrepancies
source
over
three
selected
regions:
Beijing-Tianjin-Hebei,
Fenwei
Plain,
Yunnan
Province.
observes
that
levels
elevated
Northern
industrial
operations
central
heating
during
season,
while
Yunnan,
mainly
contributed
local
forest
fires
fire
seasons.
Additionally,
found
likely
influenced
climate
phenomena
El
Niño-Southern
Oscillation.
Considering
change
increasing
severity
with
more
frequent
events,
influence
on
formation
dispersion,
suggest
emphasizing
role
future
control
policies.
believe
this
study
will
contribute
epidemiological
studies
OC,
aiding
refining
public
guidelines
enhancing
air
quality
management
Information Dynamics and Applications,
Journal Year:
2022,
Volume and Issue:
1(1), P. 44 - 58
Published: Dec. 27, 2022
This
study
proposes
a
systematic
review
of
the
application
Ensemble
learning
(EL)
in
multiple
industries.
aims
to
prevailing
industries
guide
for
future
landing
application.
also
research
method
based
on
Systematic
Literature
Review
(SLR)
address
EL
literature
and
help
advance
our
understanding
optimization.
The
is
divided
three
categories
by
National
Bureau
Statistics
China
(NBSC):
primary
industry,
secondary
industry
tertiary
industry.
Among
existing
problems
industrial
management
systems,
frequently
discussed
are
quality
control,
prediction,
detection,
efficiency
satisfaction.
In
addition,
given
huge
potential
various
fields,
gap
further
directions
suggested.
essential
managers
cross-disciplinary
scholars
lead
guideline
solve
issues
practical
work,
as
it
provided
panorama
domains
current
problems.
first
literature.
paper
has
values
broaden
area
EL,
proposed
novel
SLR
sort
out
