A Breakthrough in Producing Personalized Solutions for Rehabilitation and Physiotherapy Thanks to the Introduction of AI to Additive Manufacturing
Applied Sciences,
Journal Year:
2025,
Volume and Issue:
15(4), P. 2219 - 2219
Published: Feb. 19, 2025
The
integration
of
artificial
intelligence
(AI)
with
additive
manufacturing
(AM)
is
driving
breakthroughs
in
personalized
rehabilitation
and
physical
therapy
solutions,
enabling
precise
customization
to
individual
patient
needs.
This
article
presents
the
current
state
knowledge
perspectives
using
solutions
for
physiotherapy
thanks
introduction
AI
AM.
Advanced
algorithms
analyze
patient-specific
data
such
as
body
scans,
movement
patterns,
medical
history
design
customized
assistive
devices,
orthoses,
prosthetics.
synergy
enables
rapid
prototyping
production
highly
optimized
improving
comfort,
functionality,
therapeutic
outcomes.
Machine
learning
(ML)
models
further
streamline
process
by
anticipating
biomechanical
needs
adapting
designs
based
on
feedback,
providing
iterative
refinement.
Cutting-edge
techniques
leverage
generative
topology
optimization
create
lightweight
yet
durable
structures
that
are
ideally
suited
patient’s
anatomy
goals
.AI-based
AM
also
facilitates
multi-material
devices
combine
flexibility,
strength,
sensory
capabilities,
improved
monitoring
support
during
therapy.
New
include
integrating
smart
sensors
printed
real-time
collection
feedback
loops
adaptive
Additionally,
these
becoming
increasingly
accessible
technology
lowers
costs
improves,
democratizing
healthcare.
Future
advances
could
lead
widespread
use
digital
twins
simulation
before
production.
AI-based
virtual
reality
(VR)
augmented
(AR)
tools
expected
provide
immersive,
training
environments
along
aids.
Collaborative
platforms
federated
can
enable
healthcare
providers
researchers
securely
share
insights,
accelerating
innovation.
However,
challenges
regulatory
approval,
security,
ensuring
equity
access
technologies
must
be
addressed
fully
realize
their
potential.
One
major
gaps
lack
large,
diverse
datasets
train
models,
which
limits
ability
span
different
demographics
conditions.
Integration
AI–AM
systems
into
should
focus
processing
techniques.
Language: Английский
Highly sensitive and omnidirectional anisotropic piezoelectric sensors based on oriented PbZr0.52Ti0.48O3 fibers with intrinsic flexibility
Mingyu Lu,
No information about this author
Li Zeng,
No information about this author
Chenhui Jiang
No information about this author
et al.
Journal of Alloys and Compounds,
Journal Year:
2025,
Volume and Issue:
unknown, P. 179905 - 179905
Published: March 1, 2025
Language: Английский
A Development and Comparison Study of PVDF Membranes Enriched by Metal–Organic Frameworks
Polymers,
Journal Year:
2025,
Volume and Issue:
17(9), P. 1140 - 1140
Published: April 22, 2025
This
study
is
concerned
with
the
research
and
development
of
nanofibrous
hybrid
materials
functioning
as
membranes
composed
polyvinylidene
fluoride
(PVDF)
polymer
enriched
metal–organic
frameworks
(MOFs)
dopants
for
adsorption
detection
gases,
dyes,
heavy
metals
in
wastewater.
Several
types
nanofiber
composites
are
fabricated
by
electrostatic
spinning.
The
prepared
samples
their
chemical,
optical,
material
properties
analyzed.
Subsequently,
preliminary
investigation
dye
removal
conducted.
Accordingly,
design
these
structures
may
contribute
to
addressing
critical
environmental
technological
challenges.
Language: Английский
Enhanced Piezoelectric Performance of ZIF-8@PAN Nanofiber Membranes for Energy Harvesting
Zongjie Li,
No information about this author
Yihan Lu,
No information about this author
Tengfei Li
No information about this author
et al.
Polymer,
Journal Year:
2025,
Volume and Issue:
unknown, P. 128521 - 128521
Published: May 1, 2025
Language: Английский
Participation of Polymer Materials in the Structure of Piezoelectric Composites
Polymers,
Journal Year:
2024,
Volume and Issue:
16(24), P. 3603 - 3603
Published: Dec. 23, 2024
This
review
explores
the
integration
of
polymer
materials
into
piezoelectric
composite
structures,
focusing
on
their
application
in
sensor
technologies,
and
wearable
electronics.
Piezoelectric
composites
combining
ceramic
phases
like
BaTiO3,
KNN,
or
PZT
with
polymers
such
as
PVDF
exhibit
significant
potential
due
to
enhanced
flexibility,
processability,
electrical
performance.
The
synergy
between
high
sensitivity
ceramics
mechanical
flexibility
enables
development
advanced
for
biomedical
devices,
energy
conversion,
smart
infrastructure
applications.
discusses
evolution
lead-free
ceramics,
challenges
improving
polymer–ceramic
interfaces,
innovations
3D
printing
surface
functionalization,
which
enhance
charge
transfer
material
durability.
It
also
covers
effects
radiation
these
materials,
particularly
nuclear
applications,
strategies
resistance.
concludes
that
play
a
critical
role
advancing
technologies
by
addressing
environmental
functional
challenges,
paving
way
future
innovations.
Language: Английский
Topic Editorial on Flexible Electronics
Meili Xia,
No information about this author
Qiongfeng Shi
No information about this author
Micromachines,
Journal Year:
2024,
Volume and Issue:
15(11), P. 1350 - 1350
Published: Nov. 1, 2024
Fields
such
as
the
Internet
of
Things
(IoT),
smart
healthcare,
and
intelligent
manufacturing
are
at
forefront
technological
advancement,
involving
extensive
deployment
numerous
sophisticated
electronic
systems
devices
[...].
Language: Английский