Advanced Engineering Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 9, 2025
The
use
of
responsive
pillar
arrays
and
cilia‐like
structures
is
linked
with
many
groundbreaking
applications,
including
microfluidic
devices,
biomedical
soft
robotics.
To
be
effective,
cilia
or
must
exhibit
flexible
controllable
motion
tailored
to
their
specific
applications.
In
this
context,
in
work,
developing
a
compliant
structure,
which
combines
longitudinal
stiffness
controlled
by
shape‐memory
alloy
magnetically
actuated
pillars,
aimed
at.
Polydimethylsiloxane
used
as
the
matrix
material,
while
nickel–titanium
(NiTi)
provides
stiffening
base,
pillars
are
enriched
iron
via
magnetron
sputtering.
generated
through
cast
molding,
employing
array‐forming
templates
obtained
additive
manufacturing.
Various
physicochemical
mechanical
analyses
conducted
assess
composite's
properties,
tensile
testing,
pullout
test,
magnetometry.
Overall,
dexterity
actuation
achieved
controlling
temperature
magnetic
field
application.
This
advancement
not
only
demonstrates
feasibility
creating
at
relatively
low
cost—in
comparison
commercial
nanoparticles—and
environmentally
friendly
techniques
but
also
opens
avenues
for
integration
into
sophisticated
devices
requiring
precise
adaptable
movements.
Future
research
should
focus
on
optimizing
efficiency
exploring
broader
applications
bioengineering
Advanced Intelligent Systems,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Sept. 30, 2024
Bioinspired
soft
robotics
is
an
emerging
field
that
aims
to
develop
flexible
and
adaptive
robots
inspired
by
the
movement
capabilities
of
biological
organisms.
This
review
article
examines
recent
advances
in
materials,
actuation
mechanisms,
sensors,
control
strategies
discusses
challenges
future
prospects
bioinspired
robotics.
Key
innovations
highlighted
include
pneumatic,
elastomer
actuators,
variable‐length
shape
memory
alloy
tendons,
closed‐loop
with
incorporation
materials
including
polymers
conductive
composites.
Challenges
such
as
achieving
complex
motion
control,
incorporating
feedback
systems,
modeling
material
dynamics,
replicating
muscle
efficiency
artificial
muscles
are
also
discussed.
Promising
directions
explored
integration
biodegradable
machine
learning‐based
algorithms,
leveraging
data‐driven
techniques
for
control.
Building
on
progress
multi‐functional
manufacturing
techniques,
design
principles,
hold
considerable
promise
expanding
robot
capabilities,
enhancing
versatility
adaptability,
enabling
applications
from
wearable
assistive
devices
search
rescue
operations.
provides
a
holistic
perspective
encompassing
key
drivers
propelling
vibrant
Biomimetics,
Journal Year:
2025,
Volume and Issue:
10(1), P. 21 - 21
Published: Jan. 2, 2025
Trunk-like
robots
have
attracted
a
lot
of
attention
in
the
community
researchers
interested
general
field
bio-inspired
soft
robotics,
because
trunk-like
arms
may
offer
high
dexterity
and
adaptability
very
similar
to
elephants
potentially
quite
superior
traditional
articulated
manipulators.
In
view
practical
applications,
integration
hydrostatic
segment
with
hard-articulated
segment,
i.e.,
hybrid
kinematic
structure
elephant’s
body,
is
probably
best
design
framework.
It
proposed
that
this
should
occur
at
conceptual/cognitive
level
before
being
implemented
specific
technologies,
including
related
control
paradigms.
The
modeling
approach
based
on
passive
motion
paradigm
(PMP),
originally
conceived
for
addressing
degrees
freedom
problem
highly
redundant,
structures.
shown
can
be
naturally
extended
from
redundant
hyper-redundant
structures,
structures
include
hard
component.
PMP
model
force-based,
not
motion-based,
it
characterized
by
two
main
computational
modules:
Jacobian
matrix
chain
compliance
maps
generalized
force
fields
into
coordinated
gestures
whole-body
model.
how
modulation
used
synergy
formation
process,
which
coordinates
nature
body
and,
same
time,
preparation
trunk
tip
stable
physical
interaction
environment,
agreement
impedance–control
concept.
Frontiers in Robotics and AI,
Journal Year:
2025,
Volume and Issue:
11
Published: Jan. 6, 2025
Reliable
proprioception
and
feedback
from
soft
sensors
are
crucial
for
enabling
robots
to
function
intelligently
in
real-world
environments.
Nevertheless,
fragile
susceptible
various
damage
sources
such
Some
researchers
have
utilized
redundant
configuration,
where
healthy
compensate
instantaneously
lost
ones
maintain
accuracy.
However,
achieving
consistently
reliable
under
diverse
sensor
degradation
remains
a
challenge.
This
paper
proposes
novel
framework
graceful
systems,
incorporating
stochastic
Long
Short-Term
Memory
(LSTM)
Time-Delay
Feedforward
Neural
Network
(TDFNN).
The
LSTM
estimates
readings
compare
them
with
actual
data.
Then,
statistically
abnormal
zeroed
out.
TDFNN
receives
the
processed
perform
proprioception.
Simulation
experiments
musculoskeletal
leg
that
contains
40
nonlinear
demonstrate
effectiveness
of
proposed
framework.
Results
show
knee
angle
accuracy
is
retained
across
four
distinct
scenarios.
Notably,
mean
error
increases
by
less
than
1.91°(1.36%)
when
30%
degraded.
These
results
suggest
enhances
reliability
proprioception,
thereby
improving
robustness
applications.
Advanced Engineering Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 9, 2025
The
use
of
responsive
pillar
arrays
and
cilia‐like
structures
is
linked
with
many
groundbreaking
applications,
including
microfluidic
devices,
biomedical
soft
robotics.
To
be
effective,
cilia
or
must
exhibit
flexible
controllable
motion
tailored
to
their
specific
applications.
In
this
context,
in
work,
developing
a
compliant
structure,
which
combines
longitudinal
stiffness
controlled
by
shape‐memory
alloy
magnetically
actuated
pillars,
aimed
at.
Polydimethylsiloxane
used
as
the
matrix
material,
while
nickel–titanium
(NiTi)
provides
stiffening
base,
pillars
are
enriched
iron
via
magnetron
sputtering.
generated
through
cast
molding,
employing
array‐forming
templates
obtained
additive
manufacturing.
Various
physicochemical
mechanical
analyses
conducted
assess
composite's
properties,
tensile
testing,
pullout
test,
magnetometry.
Overall,
dexterity
actuation
achieved
controlling
temperature
magnetic
field
application.
This
advancement
not
only
demonstrates
feasibility
creating
at
relatively
low
cost—in
comparison
commercial
nanoparticles—and
environmentally
friendly
techniques
but
also
opens
avenues
for
integration
into
sophisticated
devices
requiring
precise
adaptable
movements.
Future
research
should
focus
on
optimizing
efficiency
exploring
broader
applications
bioengineering