Physics-informed neural networks for analyzing size effect and identifying parameters in piezoelectric semiconductor nanowires
Bing Bing Wang,
No information about this author
Dequan Meng,
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Chunsheng Lu
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et al.
Journal of Applied Physics,
Journal Year:
2025,
Volume and Issue:
137(2)
Published: Jan. 10, 2025
Piezoelectric
semiconductors
(PSCs)
are
crucial
in
micro-electromechanical
systems,
but
analyzing
their
size
effects
and
accurately
determining
flexoelectric
parameters
is
challenging
due
to
the
complexity
of
multi-scale
multi-field
coupling.
Physics-informed
neural
networks
(PINNs),
which
merge
physical
laws
with
machine
learning,
provide
a
promising
approach
for
solving
partial
differential
equations
parameter
inversion.
In
this
paper,
we
develop
PINN
model
solve
system
fourth-order
PSC
nanowires,
accounting
strain
gradient
effects.
Predictions
by
closely
match
results
from
traditional
numerical
methods.
Additionally,
minimal
labeled
data,
can
predict
both
solutions
material
parameters,
such
as
coefficient.
It
expected
that
PINNs
offer
an
effective
method
nanowires
inverting
key
properties.
Language: Английский
Mechanical manipulation of electromechanical fields in multi-tunnel piezoelectric semiconductor thin film devices by creating localized transverse mechanical field excitations
Acta Mechanica,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 9, 2025
Language: Английский
Structure-dependent electro-elastic analysis of flexoelectric semiconductor curved nanoshells based on the modified couple stress theory in orthogonal curvilinear coordinates
Fuqi Zhou,
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Xinqi Wang,
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Liangliang Chu
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et al.
Acta Mechanica,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 26, 2025
Language: Английский
A meshfree Galerkin formulation for nonlinear piezoelectric semiconductors in consideration of flexoelectricity
Xiaodong Wang,
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RuoYu Wang,
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Chunsheng Lu
No information about this author
et al.
Journal of Computational Physics,
Journal Year:
2025,
Volume and Issue:
unknown, P. 114013 - 114013
Published: April 1, 2025
Language: Английский
Electro-mechanical-carrier coupling behaviors of piezoelectric semiconductor fibers with p–n junctions under pull-out loading
Journal of Applied Physics,
Journal Year:
2025,
Volume and Issue:
137(8)
Published: Feb. 24, 2025
Due
to
their
unique
properties
between
carrier
redistribution
and
built-in
electric
potential
induced
by
external
stress,
piezoelectric
semiconductor
(PS)
fibers
are
widely
used
in
intelligent
structures.
In
this
paper,
electromechanical
coupling
behaviors
of
PN
junctions
segmented
PS
fiber
under
pull-out
loading
analytically
investigated.
Based
on
the
shear-lag
model,
stress
transfer
relationship
elastic
matrix
is
established.
Closed
form
solutions
axial
interfacial
shear
potential,
field,
perturbation
obtained.
Results
show
that
initial
concentration
has
a
significant
influence
compared
with
single
homogeneous
fiber.
The
homojunction
heterojunction
sensitive
concentrations
doping.
Besides
doping
concentration,
relevant
fields
can
be
regulated
radius
ratio
as
well.
On
basis
linearized
effect
I–V
curve
plots
small
forward-biased
voltage
been
investigated
fundamental
research
will
helpful
understanding
physical
mechanism
regulation
junction
composites
guide
for
designing
devices
practical
applications.
Language: Английский
Dispersion of particles and airflow optimization for a semiconductor cleanroom
Chunli Tang,
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Tianchi Liang,
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Kambiz Vafai
No information about this author
et al.
Journal of Aerosol Science,
Journal Year:
2025,
Volume and Issue:
unknown, P. 106570 - 106570
Published: March 1, 2025
Language: Английский
Nonlinear vibration of five-layered functionally graded piezoelectric semiconductor nano-plate on Pasternak foundation
Xue‐Qian Fang,
No information about this author
Yi-Hao Zou,
No information about this author
Qilin He
No information about this author
et al.
Mechanics Based Design of Structures and Machines,
Journal Year:
2024,
Volume and Issue:
unknown, P. 1 - 22
Published: June 11, 2024
Language: Английский
Two-Dimensional Linear Elasticity Equations of Thermo-Piezoelectric Semiconductor Thin-Film Devices and Their Application in Static Characteristic Analysis
Applied Sciences,
Journal Year:
2024,
Volume and Issue:
14(15), P. 6509 - 6509
Published: July 25, 2024
Based
on
the
three-dimensional
(3D)
linear
elasticity
theory
of
piezoelectric
semiconductor
(PS)
structures,
inspired
by
variational
principle
and
Mindlin
plate
theory,
a
two-dimensional
(2D)
higher-order
equations
for
thin-film
devices
are
established
rectangular
coordinate
system,
in
which
Newton’s
law
(i.e.,
stress
equation
motion),
Gauss’s
charge
electrostatics),
Continuity
conservation
holes
electrons),
drift–diffusion
currents
semiconductors,
unavoidable
thermo-deformation-polarization-carrier
coupling
response
external
stimulus
field
environment
all
considered.
As
typical
application
these
equations,
static
characteristic
analysis
electromechanical
fields
extensional
deformation
PS
device
with
thermal
excitations
is
carried
out
utilizing
zeroth-order
double
trigonometric
series
solution
method.
It
revealed
that
deformations,
electric
potential,
electron
hole
concentration
perturbations,
their
current
densities
can
be
controlled
actively
via
artificially
tuning
stimuli.
Especially,
higher
temperature
rise
induce
deeper
potential
well
barrier,
play
vital
role
driving
effectively
motions
redistributions
electrons
holes.
Overall,
derived
2D
as
quantitative
results
provide
us
some
useful
guidelines
investigating
regulation
behavior
devices.
Language: Английский