Machine Learning-Driven Scattering Efficiency Prediction in Passive Daytime Radiative Cooling
Changmin Shi,
No information about this author
Jiayu Zheng,
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Ying Wang
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et al.
Atmosphere,
Journal Year:
2025,
Volume and Issue:
16(1), P. 95 - 95
Published: Jan. 16, 2025
Passive
daytime
radiative
cooling
(PDRC)
has
emerged
as
a
promising,
electricity-free
approach
that
reflects
sunlight
while
radiating
heat
through
the
atmospheric
transparent
window.
However,
design
and
optimization
of
PDRC
materials
remain
challenging,
requiring
significant
time
resources
for
experimental
numerical
modeling
efforts.
In
this
work,
we
developed
machine
learning
(ML)-driven
to
predict
scattering
efficiency
in
wavelength
0.3–2.5
μm,
with
aim
eventually
optimizing
microstructural
materials.
By
employing
ML
models
such
linear
regression,
neural
networks,
random
forests,
aimed
optimize
across
different
pore
sizes
mixed-pore-size
configurations.
As
result,
forest
model
demonstrated
superior
prediction
performance
minimal
error,
effectively
capturing
complex,
non-linear
interactions
between
material
features.
We
also
leveraged
data
transformation
techniques
one-hot
encoding
generative
predictions
The
presented
ML-driven
platform
serves
valuable
open
resource
researchers,
facilitating
rapid
cost-effective
accelerating
development
sustainable
technologies.
Language: Английский
Turning Discarded Oyster Shells into Sustainable Passive Radiative Cooling Films
Jung‐Hwan Lee,
No information about this author
Dae Jung Kim,
No information about this author
Daeyul Kwon
No information about this author
et al.
Polymers,
Journal Year:
2025,
Volume and Issue:
17(3), P. 275 - 275
Published: Jan. 22, 2025
Inorganic
materials
used
in
passive
radiative
cooling
have
achieved
a
commendable
level
of
performance
through
synthesis,
yet
they
lack
sustainability
and
environmental
friendliness
as
do
not
incorporate
recycling.
This
study
developed
novel
(PRC)
film
utilizing
calcium
carbonate
extracted
from
discarded
oyster
shells
(D-CaCO3)
polyurethane
(PU)
the
matrix.
sustainable
approach
leverages
unique
properties
CaCO3,
such
high
solar
reflectance
strong
infrared
emissivity,
to
achieve
significant
effects.
The
PU/D-CaCO3
absorbs
only
22%
total
light
exhibits
emissivity
95%
atmospheric
window,
achieving
temperatures
up
7
°C
lower
than
surrounding
environment
under
650
W/m2
irradiance.
Furthermore,
field
tests
were
conducted
verify
implementation
our
optical
strategy
by
analyzing
FDTD
simulations.
Consequently,
outperformed
conventional
white
paint
pure
PU,
demonstrating
maximum
temperature
difference
°C.
Additionally,
efficiency
was
verified
theoretical
calculations.
oyster-shell-derived
CaCO3
utilizes
waste
contributes
carbon
sequestration,
aligning
with
eco-friendly
goals.
research
demonstrates
potential
using
marine-derived
technologies,
offering
path
reduce
energy
consumption
greenhouse
gas
emissions
applications.
findings
highlight
commercial
viability
benefits
films,
marking
progress
cooling.
Language: Английский
Challenges and Opportunities for Aquifer Thermal Energy Storage (ATES) in EU Energy Transition Efforts—An Overview
Energies,
Journal Year:
2025,
Volume and Issue:
18(4), P. 1001 - 1001
Published: Feb. 19, 2025
Aquifer
Thermal
Energy
Storage
(ATES)
systems
are
a
promising
solution
for
sustainable
energy
storage,
leveraging
underground
aquifers
to
store
and
retrieve
thermal
heating
cooling.
As
the
global
sector
faces
rising
demands,
climate
change,
depletion
of
fossil
fuels,
transitioning
renewable
sources
is
imperative.
ATES
contribute
these
efforts
by
reducing
greenhouse
gas
(GHG)
emissions
improving
efficiency.
This
review
uses
PRISMA
(Preferred
Reporting
Items
Systematic
Reviews
Meta-Analysis)
methodology
as
systematic
approach
collect
analyze
relevant
literature.
It
highlights
trends,
gaps,
advancements
in
systems,
focusing
on
simulation
methods,
environmental
impacts,
economic
feasibility.
Tools
like
MODFLOW,
FEFLOW,
COMSOL
Multiphysics
emphasized
optimizing
design
system
performance.
Europe
identified
continent
with
most
favorable
predispositions
implementation
due
its
diverse
abundant
aquifer
strong
policy
frameworks
supporting
energy,
subsurface
technologies.
Language: Английский
Optimizing Energy Efficiency and Light Transmission in Greenhouses Using Rotating Low-Emissivity-Coated Envelopes
Energies,
Journal Year:
2025,
Volume and Issue:
18(7), P. 1613 - 1613
Published: March 24, 2025
Growing
demand
for
sustainable
agricultural
solutions
has
driven
innovations
in
greenhouse
design,
particularly
urban
areas.
This
study
evaluated
the
relationship
between
transparent
envelope
thermal
properties
and
energy
loads
through
regression
analysis
using
DesignBuilder
simulations.
The
performance
of
was
designated
as
independent
variables
to
quantify
its
impact
on
heating
cooling
loads.
Based
this
analysis,
a
rotatable
low-emissivity
(low-E)
coating
system
optimized
temperate
climate
zones
proposed.
allows
seasonal
adjustment
orientation
enhance
efficiency.
Compared
traditional
materials,
approach
achieved
up
16%
savings
without
compromising
visible
light
transmittance,
essential
crop
growth.
While
double-glazed
low-E
glass
demonstrated
highest
reduction
(22%),
it
reduced
transmittance
by
20%,
potentially
affecting
productivity.
In
contrast,
proposed
maintained
high
while
achieving
significant
efficiency,
balancing
environment
requirements.
Additionally,
integrating
with
building
structures
resulted
31.91%
consumption
improved
insulation.
These
findings
highlight
potential
adaptable
envelopes
improve
support
sustainability.
Language: Английский
Decorating Natural Silk Nanofiber Aerogel with a Hierarchical Structure via TiO2 for Improved UV Protection and Radiation Cooling
Huiyu Yang,
No information about this author
Rong Chen,
No information about this author
Guowen Yu
No information about this author
et al.
Langmuir,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 28, 2025
Daytime
radiant
cooling
achieves
a
sustainable
effect
by
reflecting
sunlight
and
heat.
However,
absorption
of
emitters
parasitic
heat
gain
can
significantly
reduce
radiative
temperatures.
To
improve
the
light
reflectivity
emissivity
in
mid-infrared
band,
SNF@TiO2
aerogel
with
high
stability
efficient
was
constructed
using
nanosilk
titanium
dioxide.
The
hierarchical
structure
stores
more
air,
which
reduces
thermal
conductivity
(0.0333
W·m–1·K–1)
gain.
TiO2
provides
excellent
UV
resistance
while
increasing
solar
reflectance
atmospheric
window
emissivity.
average
IR
were
89.4
92.3%,
respectively.
Compared
subambient
(I:
800
W·m–2,
PE-covered
air)
temperature,
temperature
under
direct
reached
11.5
°C.
Meanwhile,
outdoor
900
drop
12.1
°C
after
(40
mW·cm–2)
continuous
radiation
for
10
days
(6
h
per
day),
displaying
highly
stable
properties.
In
addition,
has
good
mechanical
elasticity
insulation
This
study
offers
great
potential
silk
fiber
materials
management.
Language: Английский
New Mcconnellite Ceramic Pigment as a Selective Solar Absorber: Effects of Microwave Firing and Rare Earth Doping
Materials,
Journal Year:
2025,
Volume and Issue:
18(7), P. 1520 - 1520
Published: March 28, 2025
CuCrO2
(mcconnellite)
was
synthesized
using
both
the
solid-state
method
and
microwave
dielectric
firing.
It
characterized
as
a
novel
black
ceramic
pigment
for
use
in
various
industrial
glazes.
For
first
time,
application
of
mcconnellite
(CuCrO2)
its
coloured
glazes
selective
solar
absorbers
(SSA)
integral
collectors
has
been
reported.
The
addition
quartz
or
anatase
colour
modifiers
investigated
to
prevent
bluing
Zn-containing
glazes,
phenomenon
associated
with
exsolution
copper.
Furthermore,
doping
lanthanide
oxides
explored
address
two
key
challenges:
controlling
formation
pinhole
defects
porcelain
which
are
linked
destabilization
Cu+,
adjusting
IR
cut-off
wavelength
improve
performance
SSA.
Language: Английский
A Comprehensive Analysis of Thermal Heat Dissipation for Lithium-Ion Battery Packs
Xuguang Zhang,
No information about this author
H. Y. Zhang,
No information about this author
Amjad S. Almansour
No information about this author
et al.
Energies,
Journal Year:
2025,
Volume and Issue:
18(9), P. 2234 - 2234
Published: April 28, 2025
Effective
thermal
management
is
essential
for
the
safe
and
efficient
operation
of
lithium-ion
battery
packs,
particularly
in
compact,
airflow-sensitive
applications
such
as
drones.
This
study
presents
a
comprehensive
analysis
16-cell
pack
by
exploring
seven
geometric
configurations
under
airflow
speeds
ranging
from
0
to
15
m/s
integrating
nano-carbon-based
phase
change
materials
(PCMs)
enhance
heat
dissipation.
A
Computational
Fluid
Dynamics
(CFD)
approach
was
employed
using
Ansys
Discovery
Workbench
2024
R1
simulate
transfer
processes
with
high
spatial
resolution.
Using
high-fidelity
3D
simulations,
we
found
that
trapezoidal
wide-base
configuration,
combined
5-inlet
1-outlet
design,
achieved
most
balanced
cooling
performance
across
all
speed
regimes.
configuration
maintained
temperatures
within
optimal
operating
range
(∼45
°C)
both
low-
high-speed
conditions,
maximum
temperature
reduction
up
8.3
°C
compared
standard
square
configuration.
Additionally,
PCM
integration
extended
regulation
duration
approximately
12.5
min,
effectively
buffering
spikes
during
peak
loads.
These
findings
underscore
critical
role
CFD-driven
optimization
advanced
material
designing
high-efficiency,
compact
systems
energy-dense
drones
portable
electronics.
Language: Английский
Assessment of a Top and Bottom Cooling Strategy for Prismatic Lithium-Ion Cells Intended for Automotive Use
Batteries,
Journal Year:
2024,
Volume and Issue:
10(11), P. 403 - 403
Published: Nov. 15, 2024
In
contemporary
vehicle
applications,
lithium-ion
batteries
have
become
a
leading
option
among
the
diverse
array
of
battery
technologies
available.
This
preference
is
attributed
to
their
advantageous
properties,
which
include
low
self-discharge
rates
and
no
memory
effect.
Despite
these
benefits,
are
not
without
challenges.
The
key
issues
restricted
driving
range,
concerns
regarding
longevity,
safety
risks,
prolonged
charging
durations.
Efforts
aimed
at
minimizing
duration
frequently
entail
introduction
elevated
currents
into
battery,
practice
that
can
significantly
elevate
its
temperature
and,
in
turn,
diminish
operational
lifespan.
Generally,
packs
electric
vehicles
equipped
with
flat
cooling
plates
located
on
side
or
bottom
surfaces,
also
serve
dual
purpose
providing
heating
colder
conditions.
Nevertheless,
this
configuration
faces
difficulties
during
fast
may
efficiently
heat
cool
batteries.
work,
novel
thermal
management
approach
proposed,
module
cooled
only
plate
but
using
another
contact
busbars,
top
module.
simulations
experimental
tests
show
new
demonstrates
significant
improvements.
time
constant
reduced
by
47%,
enabling
faster
Additionally,
maximum
reached
lowered
6
°C
compared
conventional
approach.
configuration,
acts
as
bridge.
advantage
promotes
homogenization
within
As
result,
it
supports
an
even
aging
process
batteries,
ensuring
longevity
optimal
performance.
Language: Английский