Parametric Optimization of FDM Process for PA12-CF Parts Using Integrated Response Surface Methodology, Grey Relational Analysis, and Grey Wolf Optimization
Polymers,
Journal Year:
2024,
Volume and Issue:
16(11), P. 1508 - 1508
Published: May 27, 2024
Efficiently
managing
multiple
process
parameters
is
critical
for
achieving
optimal
performance
in
additive
manufacturing.
This
study
investigates
the
relationship
between
eight
key
fused
deposition
modeling
(FDM)
and
their
impact
on
responses
like
average
surface
roughness
(Ra),
tensile
strength
(TS),
flexural
(FS)
of
carbon
fiber-reinforced
polyamide
12
(PA
12-CF)
material.
The
integrates
response
methodology
(RSM),
grey
relational
analysis
(GRA),
wolf
optimization
(GWO)
to
achieve
this
goal.
A
total
51
experiments
were
planned
using
a
definitive
screening
design
(DSD)
based
RSM.
printing
parameters,
including
layer
thickness,
infill
density,
build
orientation,
significantly
affect
Ra,
TS,
FS.
GRA
combines
into
single
measure,
grade
(GRG),
regression
model
developed.
GWO
then
employed
optimize
GRG
across
parameters.
Comparison
with
GRA-optimized
demonstrates
GWO’s
ability
discover
refined
solutions,
reducing
4.63
μm
increasing
88.5
MPa
103.12
MPa,
respectively.
Practical
implications
highlight
significance
industrial
settings,
where
optimized
lead
reduced
costs
improved
product
quality.
integrated
approach
offers
systematic
optimizing
FDM
processes,
ensuring
robustness
efficiency
manufacturing
applications.
Language: Английский
Effects of Process Parameters on the Mechanical Properties and Microstructure of Additively Manufactured Carbon Black Particles-Reinforced Thermoplastic Polyurethane Composite Samples
Polymers,
Journal Year:
2025,
Volume and Issue:
17(3), P. 426 - 426
Published: Feb. 6, 2025
Additive
manufacturing
(AM)
techniques
make
fabricating
complex
designs,
prototypes,
and
end-user
products
possible.
Conductive
polymer
composites
find
applications
in
flexible
electronics,
sensor
fabrication,
electrical
circuits.
In
this
study,
thermoplastic
polyurethane
(TPU)-based
conductive
composite
samples
were
fabricated
via
fused
filament
fabrication
(FFF).
The
effects
of
three
important
process
parameters,
including
infill
density
(ID),
layer
thickness
(LT),
fan
speed
(FS),
on
various
mechanical
properties
(tensile
compressive
properties)
investigated.
It
was
observed
that
all
the
considered
parameters
affect
properties,
they
are
significant
as
per
analysis
variance
(ANOVA).
From
scanning
electron
microscopy
(SEM)
optical
microscopy,
combinations
such
low
ID,
high
LT,
FS
resulted
formation
defects
voids,
cracks,
warping,
which
properties.
Finally,
parameter
optimization
performed,
resulting
a
with
best
possible
combination
at
medium
FS.
Language: Английский
Development of sustainable polymer composite with agro‐industrial residue for biomedical applications
Polymer Engineering and Science,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 12, 2025
Abstract
The
excessive
use
of
plastics
has
raised
significant
environmental
concerns,
including
harm
to
marine
ecosystems
and
pollution.
PLA,
a
widely
used
bioplastic,
suffers
from
low
toughness
thermal
stability,
limiting
its
industrial
applications.
This
study
addresses
these
limitations
by
incorporating
soybean
hulls,
biodegradable
agricultural
waste,
as
filler
in
PLA/PBAT
blends
develop
sustainable
composites
for
3D
printing.
Advanced
optimization
techniques,
grey
relational
analysis
(GRA)
Taguchi
design
experiments
(TGRA),
were
optimize
printing
parameters.
Results
showed
that
the
raster
angle
had
most
influence
on
mechanical
properties
(70%).
Validation
tests
using
optimized
parameters
demonstrated
23%
decrease
tensile
strength
with
10
wt%
hulls
but
35%
increase
flexural
only
3%
reduction
impact
strength.
These
make
composite
suitable
biomedical
rigid
packaging
Scanning
electron
microscopy
revealed
voids,
pullouts,
reduced
interlayer
adhesion,
providing
insights
into
material's
microstructure.
highlights
innovative
waste
printing,
combining
eco‐friendly
advanced
techniques
improve
sustainability
performance.
Highlights
Biodegradable
hull
made
via
FDM
studied.
Raster
influences
70%
property
variations
composites.
Adding
10%
increased
23%.
Grey
improves
properties.
Eco‐friendly
could
replace
petroleum
purposes.
Language: Английский
Fabrication of a low-cost fused filament fabrication-based 3D printer and investigation of the effects of process parameters on mechanical properties of 3D-printed samples
Imran Khan,
No information about this author
Muhammad Abas,
No information about this author
Salman Ahmad
No information about this author
et al.
Journal of Engineering Research,
Journal Year:
2024,
Volume and Issue:
unknown
Published: June 1, 2024
Additive
Manufacturing
(AM)
techniques
add
material
layer-by-layer
to
fabricate
parts
or
products,
compared
subtractive
manufacturing
processes,
where
the
is
removed
obtain
final
product.
The
most
common
method
among
AM
fused
filament
fabrication
(FFF),
which
uses
print
objects
into
end
products.
present
study's
aims
include
of
a
custom
FFF-based
3D
printer
and
investigating
effects
three
process
parameters
on
tensile
properties
3D-printed
samples.
Initially,
was
successfully
fabricated.
This
Marlin
Firmware
2.0
as
programming
code
control
different
functionalities
printing
processes.
After
construction
calibration,
few
samples
successfully.
Moreover,
design
experiments
plan
formulated
specimens
based
levels
parameters.
Tensile
testing
performed,
analysis
variance
(ANOVA)
confirmed
that
significantly
affected
properties.
were
then
analyzed,
along
with
defect
formation
microstructure
analysis.
Finally,
optimum
for
PLA
better
figured
out
constructed
printer.
Language: Английский
Optimization Scheme for 3D Printing of PLA–PHBV–PCL Biodegradable Blends for Use in Orthopedic Casting
Polymers,
Journal Year:
2025,
Volume and Issue:
17(7), P. 852 - 852
Published: March 22, 2025
Three-dimensional
printing
technology
offers
significant
advantages
in
the
production
of
orthopedic
casts,
providing
a
promising
alternative
to
conventional
plaster
and
fiberglass
materials.
Polylactic
acid
(PLA)
is
widely
used
for
this
purpose;
however,
its
adoption
limited
due
poor
mechanical
properties,
including
high
brittleness,
low
thermal
stability,
elongation.
These
challenges
can
be
mitigated
by
blending
PLA
with
other
biodegradable
polymers.
This
study
investigated
blend
poly(3-hydroxybutyrate-co-3-hydroxyvalerate)
(PHBV),
type
polyhydroxyalkanoate
(PHA),
polycaprolactone
(PCL)
development
3D
printed
casts.
The
key
properties-tensile
strength,
percent
elongation
at
break,
Young's
modulus,
flexural
impact
strength-were
evaluated
as
function
parameters,
nozzle
temperature,
layer
height,
raster
angle.
grey
relational
analysis
(GRA)
approach
was
applied
optimize
these
properties.
optimal
parameters
were
found
temperature
180
°C,
height
0.18
mm,
angle
0°,
resulting
tensile
strength
44.4
±
4.4
MPa,
an
break
68.5
11.6%,
modulus
948.7
25.1
54.6
8.9
1549.3
141
80.77
5.6
J/m.
Statistical
using
variance
(ANOVA)
revealed
that
50.18%
influenced
angle,
26.38%
18.92%
temperature;
69.81%
20.67%
3.53%
75.11%
13.16%
4.45%
temperature.
Language: Английский
Investigation and Optimization of Processing Parameters Affecting the Mechanical Properties of Carbon Particle-Reinforced Thermoplastic Polyurethane Samples Fabricated via Fused Filament Fabrication
Imran Khan,
No information about this author
Adnan Rasheed,
No information about this author
Matiullah Khan
No information about this author
et al.
Journal of Materials Engineering and Performance,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 17, 2025
Language: Английский
Exploring the impact of epoxy coated 3D-Printed polymers on surface roughness and mechanical behavior: An experimental and numerical study
Results in Engineering,
Journal Year:
2024,
Volume and Issue:
23, P. 102779 - 102779
Published: Aug. 26, 2024
The
present
study
used
polymers
such
as
PLA
and
ABS
filaments
for
the
3D
printing
parts
with
varying
layer
thicknesses.
mechanical
properties
surface
finish
of
as-printed
epoxy
resin-coated
samples
were
investigated.
Noteworthy
findings
indicate
that
when
material
is
printed
at
a
thickness
0.06
mm
followed
by
no
coating
one
can
achieve
superior
tensile
strength
approximately
39
MPa
compared
to
20
material.
ultimate
coated
materials
averaged
15
both
ABS.
roughness
showed
95.13
%
reduction
after
coating.
Despite
being
harder
than
material,
emerged
most
influential
factor
in
enhancing
hardness.
dominance
lower
over
other
conditions
particularly
evident
modulus
elasticity.
In
addition
experimental
investigation,
non-linear
structural
analysis
uniaxial
behaviour
uncoated
prints
was
also
carried
out.
fracture
modes
deformation
behaviours
numerical
modelling
results
across
various
parametric
found
be
good
agreement.
Specifically,
loading
samples,
conditions,
mirrored
outcomes.
Language: Английский
Optimizing the process parameters with statistical and soft computing techniques for enhanced mechanical properties of acrylonitrile butadiene styrene material samples fabricated via fused filament fabrication technique
Progress in Additive Manufacturing,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Aug. 25, 2024
Language: Английский
An experimental analysis of mechanical properties for a dissimilar pattern structure in the 3-D printing of a PLA5F filament using the Taguchi method
S. Thamizh Selvan,
No information about this author
M Mohandass
No information about this author
Materials Research Express,
Journal Year:
2024,
Volume and Issue:
11(10), P. 105304 - 105304
Published: Oct. 1, 2024
Abstract
Many
automobile
components
and
machine
parts
can
be
fabricated
using
the
Fused
Deposition
Modeling
(FDM)
process
with
materials
such
as
Polylactic
Acid
(PLA),
Acrylonitrile
Butadiene
Styrene
(ABS),
Polyethylene
Terephthalate
Glycol
(PET-G),
polymeric
composite
(e.g.,
PLA
carbon
fiber,
glass
fiber).
In
this
study,
a
new
material
was
natural
flax
fiber
analysed
for
tensile
stress,
elongation,
impact
load
resistance
Taguchi
Analysis.
This
analysis
optimized
printing
parameters,
including
layer
thickness
(0.15,
0.25,
0.35
mm),
nozzle
movement
speed
(80,
100,
120
mm
s
−1
),
filling
structure
(Lines
-
a,
Triangular
b,
Octet
c),
occupancy
rate
(20%,
40%,
60%).
The
American
Society
Testing
Materials
(ASTM)
standards
strength
(ASTM
D638)
D256)
were
used
evaluation.
As
result,
found
to
most
effective
variable
improving
characteristics,
compared
extruder
temperature,
rate,
or
pattern.
Mechanical
properties
of
0.25
mm,
an
ratio
20%
bottom
2nd
40%
top
4th
layer,
triangular
octet
structures,
100
,
temperature
200
°C
are
considered
appropriate
parameters
producing
automotive
in
Three
Dimensional
(3D)
Printing.
Due
its
resistance,
these
settings
utilized
potential
application
wide
variety
vehicle
components.
Language: Английский