Artificial neural networks analysis of an unsteady fluid flow through a horizontal oscillating flat plate in a porous slab
Pothanna Nalimela,
No information about this author
C. Thirmal,
No information about this author
Vinay Kumar
No information about this author
et al.
Physics of Fluids,
Journal Year:
2025,
Volume and Issue:
37(2)
Published: Feb. 1, 2025
The
current
paper
investigates
an
artificial
neural
network
(ANN)
analysis
of
unsteady
thermo-viscous
fluid
with
incompressible
motion
in
a
porous
slab
region
semi-infinite
through
horizontal
oscillating
flat
plate
impermeable
bottom.
Suitable
conditions
at
the
boundary
were
applied
to
get
solutions
temperature
and
velocity
distributions.
analytical
results
obtained
for
heat
transfer
coefficient,
shear
stress,
external
forces.
feed-forward
algorithms
are
also
utilized
compute
analyze
solution
governed
flow
fluid.
A
multi-layer
perceptron
is
trial
functions,
adaptive
moment
estimation
algorithm
estimate
suitable
parameters
adjustable
capability.
numerical
computations
both
exact
ANN
have
been
presented
tabular
form
visually
depicted
various
physical
factor
values.
convergence
problem
has
studied
respect
on
values
data
points
hidden
neurons.
effectivity
increases
growth
neurons
within
networks.
R-squared
high
achieved
(0.999
86)
95)
Moreover,
because
it
takes
less
time
processing
power
solve
problem,
model
may
be
used
more
complicated
models.
Language: Английский
Thermal evaluation of radiated ternary hybrid nanoparticles with quadratic thermal constraints: Advances to solar energy and industrial heat management
Journal of Radiation Research and Applied Sciences,
Journal Year:
2025,
Volume and Issue:
18(2), P. 101536 - 101536
Published: April 21, 2025
Language: Английский
Unsteady thermo viscous fluid motion between two infinitely extended impermeable horizontal plates-an artificial neural networks aproach
N. Pothanna,
No information about this author
J. Srinivas,
No information about this author
C. Thirmal
No information about this author
et al.
Thermal Science and Engineering Progress,
Journal Year:
2025,
Volume and Issue:
62, P. 103617 - 103617
Published: April 23, 2025
Language: Английский
Numerical computation of PDE formed characterizing thermal rheology of Cu/Al2O3/TiO2 ternary nanoparticles flow between coaxial cylinders
International Journal of Thermofluids,
Journal Year:
2024,
Volume and Issue:
unknown, P. 101006 - 101006
Published: Dec. 1, 2024
Language: Английский