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
Insight into the dissolving selectivity of ionic liquids for the major components in both parenchyma cells and fiber cells of bamboo (Phyllostachys pubescens Mazel) via X-ray photoelectron spectroscopy
Industrial Crops and Products,
Год журнала:
2025,
Номер
229, С. 120994 - 120994
Опубликована: Апрель 9, 2025
Язык: Английский
Engineered Bamboo Building Materials: Types, Production, and Applications
Forests,
Год журнала:
2025,
Номер
16(4), С. 662 - 662
Опубликована: Апрель 10, 2025
The
challenges
highlighted
at
the
29th
Conference
of
Parties
(COP29)
emphasize
importance
using
renewable
resources
in
architecture,
engineering,
and
construction
(AEC)
industry.
building
sector
is
a
major
contributor
to
environmental
pollution,
with
most
emissions
stemming
from
extraction,
transportation,
production,
disposal
materials.
As
result,
developing
materials
essential.
In
past
decade,
bamboo
has
gained
significant
attention
researchers
due
its
strength,
sustainability,
high
yield,
rapid
growth.
Bamboo
original
form
been
used
for
centuries,
recent
innovations
have
led
creation
engineered
designed
more
versatile
applications.
Researchers
focused
on
understanding
physical
mechanical
properties
assess
potential
as
sustainable
alternative
traditional
However,
modern
practitioners
are
still
unfamiliar
materials,
their
types,
where
they
can
be
used.
This
article
highlights
widely
researched
that
small
architectural
forms
bigger
structures.
It
provides
an
overview
common
namely
laminated
lumber,
sheets,
parallel
strand
bamboo,
mat
boards,
particleboards,
manufacturing
processes
applications,
offering
valuable
information
current
future
research.
Язык: Английский