Novel numerical and artificial neural computing with experimental validation towards unsteady micropolar nanofluid flow across a Riga plate
Muhammad Bilal,
No information about this author
Fethi Mohamed Maiz,
No information about this author
Muhammad Farooq
No information about this author
et al.
Scientific Reports,
Journal Year:
2025,
Volume and Issue:
15(1)
Published: Jan. 4, 2025
Fluid
flow
across
a
Riga
Plate
is
specialized
phenomenon
studied
in
boundary
layer
and
magnetohydrodynamic
(MHD)
applications.
The
magnetized
surface
used
to
manipulate
characteristics
control
fluid
properties.
Understanding
the
behavior
of
over
critical
many
applications,
including
aerodynamics,
industrial,
heat
transfer
operations.
unsteady
Micropolar
nanofluid
(UMNF)
vertically
oriented,
nonlinearly
stretchable
sheet
examined
present
study.
effects
variable
thermal
conductivity,
thermophoretic
force,
Brownian
diffusion
on
are
analyzed.
has
been
expressed
form
nonlinear
system
PDEs
(partial
differential
equations),
which
reduced
into
non-dimensional
ordinary
(ODEs)
by
employing
similarity
transformation
approach.
dataset
for
training
ANNs
using
Levenberg–Marquardt
backpropagation
(LMBP)
technique
generated
numerical
simulation
methods.
influence
physical
constraints
dimensionless
temperature,
concentration,
microrotation,
velocity
distributions
graphically
displayed
discussed.
Numerical
results
skin
friction,
Sherwood,
Nusselt
numbers
presented
tabular
form.
outcomes
compared
both
published
experimental
validity
purposes.
It
can
be
noticed
that
rate
enhanced
with
rising
Hartmann
number,
buoyancy
slip
parameter.
UMNF
model
validated,
tested,
trained
an
average
error
10−9,
ensuring
high
accuracy
energy,
velocity,
microorganism
motility,
concentration
predictions.
Language: Английский
Entropy optimization in non-newtonian prandtl-eyring fluid using ANN over a curved riga surface
International Journal of Thermal Sciences,
Journal Year:
2025,
Volume and Issue:
212, P. 109765 - 109765
Published: Feb. 10, 2025
Language: Английский
Entropy analysis of Darcy-Forchheimer flow of couple-stress TiO2-CoFe2O4/engine oil based hybrid nanofluid between two rotating disks considering hall effect
Sk Enamul,
No information about this author
Seetalsmita Samal,
No information about this author
Surender Ontela
No information about this author
et al.
Partial Differential Equations in Applied Mathematics,
Journal Year:
2025,
Volume and Issue:
unknown, P. 101073 - 101073
Published: Jan. 1, 2025
Language: Английский
Numerical simulation of nonlinear flow and energy dynamics through spinning flow of Casson hybrid nanofluid past an extending surface
Particulate Science And Technology,
Journal Year:
2025,
Volume and Issue:
unknown, P. 1 - 13
Published: April 5, 2025
Language: Английский
Radiative Darcy-Forchheimer hybrid nanofluid flow with thermal and bioconvection impacts over a stretching/shrinking sheet
Journal of Radiation Research and Applied Sciences,
Journal Year:
2024,
Volume and Issue:
18(1), P. 101266 - 101266
Published: Dec. 24, 2024
Language: Английский
Intelligent predictive networks for MHD nanofluid with carbon nanotubes and thermal conductivity along a porous medium
Results in Physics,
Journal Year:
2025,
Volume and Issue:
unknown, P. 108175 - 108175
Published: Feb. 1, 2025
Language: Английский
Energy and mass transfer through hybrid nanofluids flow comprised of AA7072-AA7075 nanoparticles subject to magnetic and thermal radiation on stretching surface
Bilal Ali,
No information about this author
Sidra Jubair,
No information about this author
Mubariz Garayev
No information about this author
et al.
Journal of Radiation Research and Applied Sciences,
Journal Year:
2024,
Volume and Issue:
18(1), P. 101250 - 101250
Published: Dec. 13, 2024
Language: Английский