Case Studies in Thermal Engineering,
Journal Year:
2024,
Volume and Issue:
53, P. 103978 - 103978
Published: Jan. 1, 2024
This
paper
conducts
an
in-depth
study
on
the
gasification
treatment
of
Organic
Solid
Waste
(OSW)
and
its
carbon
emissions,
intending
to
fill
gap
in
existing
literature
regarding
calculation
methods
for
emissions
from
OSW
gasification.
The
establishes
a
methodology
calculating
emission
factors
during
process
explores
potential
negative
emissions.
For
this
purpose,
indicator
including
Carbon
Dioxide
Equivalent
Warming
Number
(CEWN)
is
used
assess
greenhouse
gas
by
under
different
conditions.
It
found
that
within
certain
range,
increasing
temperature,
Equivalence
Ratio
(ER),
Steam
Biomass
ratio
(S/B)
can
positively
influences
achievement
These
findings
hold
significant
implications
optimizing
process,
reducing
ultimately
achieving
neutrality.
Furthermore,
fills
critical
void
field
IPCC
framework
offers
essential
guidance
promoting
achieve
peak
industry
accelerating
goal
Water Environment Research,
Journal Year:
2025,
Volume and Issue:
97(2)
Published: Feb. 1, 2025
Groundwater,
a
pivotal
water
resource
in
numerous
regions
worldwide,
confronts
formidable
challenges
posed
by
severe
nitrate
pollution.
Traditional
research
methodologies
aimed
at
addressing
groundwater
contamination
frequently
struggle
to
accurately
depict
the
intricate
conditions
of
environment,
particularly
when
dealing
with
high
variability
and
nonlinear
data.
However,
advent
machine
learning
(ML)
has
heralded
an
innovative
approach
simulating
dynamics.
In
this
study,
six
ML
algorithms
were
deployed
model
concentrations
shallow
nitrates
Shaying
River
Basin.
The
efficacy
each
was
assessed
through
comprehensive
metrics
including
coefficient
determination
(R2),
mean
absolute
error
(MAE),
root
square
(RMSE),
gauging
alignment
between
observed
predicted
levels.
Subsequently,
discern
principal
environmental
factors
influencing
NO3-N
concentrations,
most
proficient
selected.
Among
array
models,
XGB
algorithm,
renowned
for
its
capacity
handle
extreme
values,
demonstrated
superior
performance
(R2
=
0.773,
MAE
7.625,
RMSE
11.92).
Through
in-depth
analysis
across
major
urban
centers,
Fuyang
city
identified
as
heavily
contaminated
locale,
attributing
phenomenon
potential
sources
such
domestic
sewage
agricultural
activities
(feature
importance
Cl-
78.64%).
Conversely,
Zhengzhou
emerged
least
polluted
city,
notable
influences
from
K+
NO2
-
52.06%
18.41%),
indicative
prevailing
reducing
environment
compared
other
cities.
summation,
study
explores
methodology
amalgamating
diverse
variables
investigation
contamination.
Such
insights
hold
profound
implications
effective
management
mitigation
Basin,
offering
demonstration
similar
endeavors
analogous
regions.
PRACTITIONER
POINTS:
Six
models
utilized
simulate
pollution
prediction
outperformed
models.
Relative
using
model.
Impact
main
on
discussed.
Case Studies in Thermal Engineering,
Journal Year:
2024,
Volume and Issue:
53, P. 103978 - 103978
Published: Jan. 1, 2024
This
paper
conducts
an
in-depth
study
on
the
gasification
treatment
of
Organic
Solid
Waste
(OSW)
and
its
carbon
emissions,
intending
to
fill
gap
in
existing
literature
regarding
calculation
methods
for
emissions
from
OSW
gasification.
The
establishes
a
methodology
calculating
emission
factors
during
process
explores
potential
negative
emissions.
For
this
purpose,
indicator
including
Carbon
Dioxide
Equivalent
Warming
Number
(CEWN)
is
used
assess
greenhouse
gas
by
under
different
conditions.
It
found
that
within
certain
range,
increasing
temperature,
Equivalence
Ratio
(ER),
Steam
Biomass
ratio
(S/B)
can
positively
influences
achievement
These
findings
hold
significant
implications
optimizing
process,
reducing
ultimately
achieving
neutrality.
Furthermore,
fills
critical
void
field
IPCC
framework
offers
essential
guidance
promoting
achieve
peak
industry
accelerating
goal