Design and Development of Ultra-Broadband Hexagonal-shaped MXene-based Metamaterial Solar Absorber Optimized by Machine Learning for Renewable Energy Applications
Abstract
To
optimise
the
production
of
energy
and
minimise
loss
concerning
availability
green
energy,
especially
solar
a
number
sun
light
absorber
prototypes
composed
various
materials
were
examined.
Tungsten
MXene
serve
as
components
in
Hexagonal
with
Square-shaped
Resonator
Metamaterial
MXene-based
Solar
Absorber
(HWSRMMSA),
resonator
hexagonal
square
form.
The
substrate
recommended
HWSRMMSA
was
SiO2,
contrast
to
bottom
layer
Fe.
Polarization
is
important
for
this
ultra-wideband
HWSRMMSA,
which
has
wide
bandwidth
2020
1140
nm
91%
96%
absorptance
at
200–4000
wavelength.
Permittivity
characteristics,
refractive
index,
permeability
among
negative
metamaterial
consequences
that
expanded
reliability
absorptance.
According
calculation,
maximum
possible
R2
value
0.999551
parameter
modification
ML
(machine
learning)
model,
using
liner
regression
aims
reduce
simulation
duration
by
quarter
within
comparison
previous
techniques
while
lowering
other
requirements.
Finally,
previously
described
used
observe
compare,
Electric
intensity
studied
described.
Because
its
outstanding
absorptance,
surface
plasmon
resonance
ultra-broadband,
been
utilized
water
heaters.
Research Square (Research Square), Год журнала: 2025, Номер unknown
Опубликована: Апрель 29, 2025
Язык: Английский