Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: April 3, 2025
This
paper
introduces
a
novel
approach
to
enhancing
the
architecture
of
deep
convolutional
neural
networks,
addressing
issues
self-design.
The
proposed
strategy
leverages
grey
wolf
optimizer
and
multi-scale
fractal
chaotic
map
search
scheme
as
fundamental
components
enhance
exploration
exploitation,
thereby
improving
classification
task.
Several
experiments
validate
method,
demonstrating
an
impressive
87.37%
accuracy
across
95
random
trials,
outperforming
23
state-of-the-art
classifiers
in
study's
nine
datasets.
work
underscores
potential
chaotic/fractal
bio-inspired
paradigms
advancing
architecture.
Mechanics of Advanced Materials and Structures,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 13
Published: July 8, 2024
In
this
article,
we
organize
a
stretchable-thickness
model
to
present
frequency
analysis
for
composite
plate
applicable
in
badminton
court
which
is
reinforced
with
origami
graphene.
A
higher
order
kinematic
extended
work
including
three
bending,
shear,
and
stretching
functions,
where
the
functions
responsible
satisfying
out
of
plane
shear
strains
stresses
at
top/bottom
surfaces
equipment.
The
sport
or
composites
manufactured
from
copper
matrix
graphene
effective
material
properties
are
calculated
based
on
micromechanical
models
as
function
volume
fraction
folding
degree
origami,
reinforcement
temperature.
numerical
results
presented
changes
fraction,
reinforcement,
thermal
loading
along
thickness
direction.
main
novelty
accounting
deformation
investigating
responses
new
reinforcement.
verification
investigation
approve
methodology,
solution
procedure.
An
various
ratio
plate.
Mechanics of Advanced Materials and Structures,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 15
Published: July 8, 2024
Foldability
capacity
is
now
introduced
as
a
novel
nanofiller
reinforcement
production
procedure
using
some
operation
to
control
the
mechanical,
thermal
and
electrical
properties
in
sport
equipment.
Application
of
this
type
nanofillers
curved
structures
like
pole
vault
shell
leads
engineering
shape
structures.
This
article
organized
suggest
vibration-based
formulation
for
analysis
folded
reinforced
structure
subjected
mechanical
loading.
Using
computation
kinetic,
strain
external
energies,
one
can
arrive
motion's
equations
minimization
total
energy
Hamilton's
principle.
solution
through
an
analytical
approach,
parametric
presented.
The
verified
test
presented
confirmation
trend
results.
