The Role of Lightweight AI Models in Supporting a Sustainable Transition to Renewable Energy: A Systematic Review
Energies,
Год журнала:
2025,
Номер
18(5), С. 1192 - 1192
Опубликована: Фев. 28, 2025
The
transition
from
fossil
fuels
to
renewable
energy
(RE)
sources
is
an
essential
step
in
mitigating
climate
change
and
ensuring
environmental
sustainability.
However,
large-scale
deployment
of
renewables
accompanied
by
new
challenges,
including
the
growing
demand
for
rare-earth
elements,
need
recycling
end-of-life
equipment,
rising
footprint
digital
tools—particularly
artificial
intelligence
(AI)
models.
This
systematic
review,
following
Preferred
Reporting
Items
Systematic
Reviews
Meta-Analyses
(PRISMA)
guidelines,
explores
how
lightweight,
distilled
AI
models
can
alleviate
computational
burdens
while
supporting
critical
applications
systems.
We
examined
empirical
conceptual
studies
published
between
2010
2024
that
address
energy,
circular
economy
paradigm,
model
distillation
low-energy
techniques.
Our
findings
indicate
adopting
significantly
reduce
consumption
data
processing,
enhance
grid
optimization,
support
sustainable
resource
management
across
lifecycle
infrastructures.
review
concludes
highlighting
opportunities
challenges
policymakers,
researchers,
industry
stakeholders
aiming
integrate
principles
into
RE
strategies,
emphasizing
urgent
collaborative
solutions
incentivized
policies
encourage
low-footprint
innovation.
Язык: Английский
Synergistic effects of Areca and pineapple fiber reinforcements for sustainability of functionalized polypropylene hybrid composites
Industrial Crops and Products,
Год журнала:
2024,
Номер
223, С. 120253 - 120253
Опубликована: Дек. 13, 2024
Язык: Английский
Influence of Lignin Type on the Properties of Hemp Fiber-Reinforced Polypropylene Composites
Polymers,
Год журнала:
2024,
Номер
16(23), С. 3442 - 3442
Опубликована: Дек. 8, 2024
Increasing
environmental
awareness
has
boosted
interest
in
sustainable
alternatives
for
binding
natural
reinforcing
fibers
composites.
Utilizing
lignin,
a
biorenewable
polymer
byproduct
from
several
industries,
as
component
matrices
can
lead
to
the
development
of
more
eco-friendly
and
high-performance
composite
materials.
This
research
work
aimed
investigate
effect
two
types
lignin
(lignosulfonate
soda
lignin)
on
properties
hemp
fiber-reinforced
polypropylene
composites
furniture
applications.
The
were
produced
by
thermoforming
six
overlapping
layers
nonwoven
material.
A
20%
addition
or
lignosulfonate
(relative
mass)
was
incorporated
between
made
80%
(PP).
both
resulted
an
increase
tensile
bending
strength
lignin-based
composites,
well
decrease
absorbed
water
percentage.
Compared
oriented
strand
board
(OSB),
exhibited
better
properties.
Regarding
used,
than
those
containing
lignin.
Thermal
analysis
revealed
that
thermal
degradation
begins
long
before
melting
temperature
polypropylene.
early
explains
inferior
compared
with
lignosulfonate.
Язык: Английский