The role of machine learning in analyzing magnetic field localization and vortex generation in tetra-hybrid nanofluid: A numerical study
Modern Physics Letters B,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 3, 2025
This
research
distinguishes
itself
by
integrating
machine
learning
algorithms
to
assess
the
impact
of
confined
magnetic
fields
on
vortex
dynamics
in
hybrid
nanofluid
flow,
through
inclusion
both
vertical
and
horizontal
field
strips.
Specifically,
study
focuses
a
cavity
with
an
aspect
ratio
1:5,
where
bottom
lid
moves
horizontally
from
left
right
drive
flow.
We
have
applied
limited
consisting
vertical,
The
authors
developed
MATLAB
codes
implement
algorithm
for
solving
governing
equations
flow
heat
transfer.
is
based
Stream-Vorticity
formulation
uses
finite
difference
method.
can
examine
how
several
parameters,
such
as
strength
(0–300),
nanoparticle
volume
fraction
(0–20%),
Reynolds
number
(Re)
(1–50),
characteristics
nanofluids
terms
thermal
properties.
results
demonstrate
that
influence
stress
distribution
pattern
temperature
distribution.
Further,
presence
also
affects
Moreover,
it
has
been
determined
Nusselt
(Nu)
experiences
60%
increase
due
field,
while
there
remarkable
rise
attributed
Re.
Similarly,
significant
changes
are
observed
skin
friction
under
parameters.
These
findings
carry
implications
designing
operating
devices.
Language: Английский
Prediction of the thermophysical properties of Ag-reduced graphene oxide-water/ethylene-glycol hybrid nanofluids using different machine learning methods
Huaguang Li,
No information about this author
Ali B. M. Ali,
No information about this author
R. Hussein
No information about this author
et al.
Case Studies in Thermal Engineering,
Journal Year:
2025,
Volume and Issue:
unknown, P. 106038 - 106038
Published: March 1, 2025
Language: Английский
Thermal and solutal convective flow of propylene glycol-based tetra-hybrid nanofluid with elastic deformation and Stefan blowing impacts: application to thermal energy
Journal of Thermal Analysis and Calorimetry,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 4, 2025
Language: Английский
Comparative perspective of thermal and mass transport for chemical reactive flow of tetra hybrid nanofluid mediated blood inside a stenosis artery with Joule heating and heat generation
Proceedings of the Institution of Mechanical Engineers Part N Journal of Nanomaterials Nanoengineering and Nanosystems,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 19, 2025
In
this
article,
the
characteristics
of
heat
generation
on
chemical
reactive
flow
magnetized
tetra
hybrid
nanofluid
inside
a
stenotic
artery
with
variable
fluid
properties
are
briefly
compared.
Moreover,
Joule
heating
effects
taken
into
account.
Because
arteries
used
in
biomedicine,
blood
through
them
is
vital
field
study
computational
mechanics.
This
goals
to
explore
impacts
nanoparticles
human
parameters
stenosed
vessel.
Human
assumed
be
Newtonian
situation
under
investigation.
The
purpose
suggested
models
evaluate
performance
XM
(Xue
model),
YOM
(Yamada–Ota
model)
and
HCM
(Hamilton-Crosser
THNF
(tetra
model).
A
including
silver
(
Ag
stretchy="false">)
,
gold
Au
coper
Cu
titanium
oxide
Ti
O
2
as
improper
used.
By
using
suitable
similarity
method,
PDEs
have
been
transformed
dimensionless
ODEs.
built-in
bvp4c
solver
mathematical
programming
application
MATLAB
then
solve
ODEs
both
numerically
graphically.
thermal
profile
improves
conductivity
parameter
values
rise.
Language: Английский
A computational note on thermal attributes of engine oil with titanium alloy and zinc oxide hybrid nanoparticles flowing over a stretching surface about a stagnation point
Journal of Thermal Analysis and Calorimetry,
Journal Year:
2024,
Volume and Issue:
149(9), P. 3833 - 3849
Published: April 6, 2024
Language: Английский
Dynamics of shape factor with Joule heating and thermal stratification on magnetohydrodynamic $${\mathbf{A}\mathbf{l}}_{2}{\mathbf{O}}_{3}-\mathbf{C}\mathbf{u}-\mathbf{T}\mathbf{i}{\mathbf{O}}_{2}/{\mathbf{H}}_{2}\mathbf{O}$$ nanofluid of stretching disk: an irreversibility analysis
Khadija Rafique,
No information about this author
Zafar Mahmood,
No information about this author
Adnan Abbasi
No information about this author
et al.
Journal of Thermal Analysis and Calorimetry,
Journal Year:
2024,
Volume and Issue:
unknown
Published: July 15, 2024
Language: Английский
Exploration of flow irreversibility in electrically magnetized Eyring-Powell nanofluid along an inclined plate with viscous dissipation
V. M. Vasanth Suriya,
No information about this author
P. Naveen
No information about this author
Cogent Engineering,
Journal Year:
2024,
Volume and Issue:
11(1)
Published: Aug. 5, 2024
The
current
work
focuses
on
the
nanofluid
flow
analysis
of
electrically
conducting
magneto-hydrodynamic
Eyring
Powell
(EP)
along
an
inclined
plate.
Thermophoresis
and
effect
Brownian
motion
were
included
in
this
study
using
Buongiorno
model.
governing
equations
converted
appropriate
transformations
into
a
non-dimensional
form.
By
MATLAB
software
bvp4c,
these
dimensionless
numerically
solved.
In
addition,
relevant
prior
was
compared
to
verify
method's
accuracy.
performance
is
more
effective
when
that
Newtonian
fluid
properties,
which
adds
novelty
research
Eyring-Powell
nanofluid,
Magneto
hydrodynamic
(EMHD)
flow,
plate
are
all
crucial
for
overall
manufacturing
industries.
It
also
found
electric
field
number
strengthens
entropy
profile
reduces
Bejan
number,
indicating
intricate
nature
phenomenon
being
investigated.
revealed
comparing
skin
friction
coefficient,
11.3%
(Newtonian
case)
10.4%
(Eyring
decrease
as
Hartmann
increases.
Also,
there
increase
21.13%
13.09%
Nusselt
rate
mixed
convection
parameter
results
will
help
improve
theoretical
understanding
numerous
types
scientific
examinations
engineering
applications,
particularly
areas
recoverable
systems,
chemical
processing
heavy
metals,
polymer
extrusion
processes,
cooling
infinite
metallic
plate,
thermal
energy
storage.
Language: Английский
Thermal management optimization of natural convection in a triangular chamber: Role of heating positions and ternary hybrid nanofluid
Youness Ighris,
No information about this author
Mohsine Qaffou,
No information about this author
Jamal Baliti
No information about this author
et al.
Physics of Fluids,
Journal Year:
2024,
Volume and Issue:
36(9)
Published: Sept. 1, 2024
In
this
paper,
we
used
the
multi-relaxation
time
lattice
Boltzmann
method
to
investigate
natural
convection
in
a
triangular-shaped
cavity
filled
with
tri-hybrid
nanofluid.
The
is
partially
heated
by
chip
of
fixed
size
(l=L/2),
position
which
varies
on
left
and
bottom
walls
order
find
optimal
positions.
inclined
side
maintained
at
cool
temperature,
while
other
parts
are
adiabatic.
A
detailed
analysis
carried
out
impact
four
essential
parameters
optimization
heat
transfer:
Rayleigh
number,
ranging
between
Ra
=
103
106;
partial
heating
position,
showing
six
different
configurations;
fluid
type,
including
pure
water,
nanofluid,
hybrid
nanofluid;
finally,
volume
concentration
nanoparticles
for
three
values,
ϕ
0%,
3%,
6%.
Results
presented
form
isotherms,
streamlines,
temperature
velocity
profiles,
mean
Nusselt
number
values.
As
results
show,
heater
plays
crucial
role,
influencing
transfer
significantly
certain
positions
all
values
number.
type
has
remarkable
amplification
large
where
buoyancy
force
becomes
strong.
Notably,
use
nanofluid
shows
clear
improvement
transfer.
Furthermore,
substantial
increase
thermal
transmittance
observed
an
increasing
nanoparticle
fraction.
validation
agree
well
both
numerical
experimental
data
published
literature.
Language: Английский