Physics of Fluids,
Journal Year:
2025,
Volume and Issue:
37(2)
Published: Feb. 1, 2025
Due
to
the
necessity
of
creating
customized
nanomaterial
designs,
advanced
coating
processes
have
been
developed
on
surface
an
isothermal
sphere.
To
achieve
accuracy
in
these
processes,
it
is
necessary
understand
thermodynamic
behavior,
rheology
materials,
and
chemical
reactions
involved.
The
novelty
present
research
analyzing
heat
transfer
dusty
fluid
flow
over
a
heated
cross
section
cylinder.
We
develop
mathematical
model
including
factors
for
both
phases
demonstrate
how
affect
field.
Thermal
radiation
propagation
simulated
using
Rosseland's
flux
diffusion
model.
Equations
describing
transport
magnetic
body
force
are
expressed
Cartesian
coordinate
system.
A
set
boundary
conditions
has
established
momentum,
thermal
energy,
concentration
particles
formulate
conservation
equations
Using
nonsimilar
transform,
nonlinear
partial
differential
(PDEs)
transformed
into
dimensionless
PDEs.
PDSolve
technique,
PDEs
solved.
significant
factor
engineering
calculating
velocity
distributions,
mass,
transfers,
which
were
results
this
research.
calculation
carried
out
MAPLE
2024,
computational
software
tool.
deep
neural
network
program
was
designed,
emphasizes
machine
learning
predicting
nature
physical
phenomena
applications.
As
part
validation
process
proposed
research,
some
statistical
metrics
taken
assess
degree
error
between
true
values
anticipated
values.
Based
presented,
presented
approach
most
efficient
method
predict
quantities
These
therefore
recommended
development
industrial
device
setups.
