ChemBioEng Reviews,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 15, 2025
Abstract
The
need
of
process
intensification
(PI)
strategies
for
biodiesel
production
focuses
on
enhancing
the
efficiency,
sustainability,
and
economic
viability
process.
PI‐transformative
approach
to
aligns
with
green
chemistry
principles
promotes
higher
yields
cost‐effectiveness.
from
second‐generation
feedstocks,
an
emphasis
selectivity,
yield,
is
extensively
discussed
in
this
abstract.
This
comprehensive
review
methodically
describes
various
classes
PI
technologies,
including
microwave,
ultrasonic,
reactive
distillation,
microreactors
production.
It
also
about
recent
advancements
emphasizing
improving
efficiency
sustainability.
highlights
challenges
possessed
by
these
technologies.
present
supports
selection
a
more
ecologically
friendly
technology
good‐yield
synthesis
biodiesel,
facilitating
scaling
up.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Feb. 9, 2025
This
study
presents
an
innovative
approach
to
enhancing
biogas
production
through
the
anaerobic
digestion
of
Nanjing
Jiangnan
Wastewater
Treatment
Plant
(NJWTP).
Utilizing
data-driven
modeling
and
optimization
methods,
research
focuses
on
improving
sustainability
cost-effectiveness
waste-to-energy
conversion
processes.
The
core
involves
comparison
three
distinct
models:
Deep
Belief
Network
(DBN),
DBN
with
Osprey
Optimization
Algorithm
(DBN-OOA),
Boosted
(DBN-BOOA).
In
total,
180
data
points
were
gathered
from
2016
2018
for
purpose
current
study.
Among
models
evaluated,
(DBN)
coupled
(BOOA)
emerged
as
superior
method,
demonstrating
high
accuracy
capabilities.
DBN-BOOA
model
achieved
remarkable
performance
metrics,
including
a
correlation
coefficient
(R)
0.98,
root
mean
square
error
(RMSE)
0.41
m³/min,
index
agreement
(IA)
0.99,
significantly
outperforming
standalone
DBN-OOA
models.
Furthermore,
identified
optimal
operational
parameters
that
maximized
31.35
surpassing
outputs
other
method's
success
is
attributed
its
robust
algorithm,
which
efficiently
navigates
diverse
search
space
locate
global
optimum
without
necessitating
input
variable
pre-processing.
Consequently,
offers
practical
user-friendly
solution
MWTP
operators,
enabling
real-time
adjustments
increased
yields
reduced
sludge
production.
ChemBioEng Reviews,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 15, 2025
Abstract
The
need
of
process
intensification
(PI)
strategies
for
biodiesel
production
focuses
on
enhancing
the
efficiency,
sustainability,
and
economic
viability
process.
PI‐transformative
approach
to
aligns
with
green
chemistry
principles
promotes
higher
yields
cost‐effectiveness.
from
second‐generation
feedstocks,
an
emphasis
selectivity,
yield,
is
extensively
discussed
in
this
abstract.
This
comprehensive
review
methodically
describes
various
classes
PI
technologies,
including
microwave,
ultrasonic,
reactive
distillation,
microreactors
production.
It
also
about
recent
advancements
emphasizing
improving
efficiency
sustainability.
highlights
challenges
possessed
by
these
technologies.
present
supports
selection
a
more
ecologically
friendly
technology
good‐yield
synthesis
biodiesel,
facilitating
scaling
up.
