Advanced Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 21, 2025
Abstract
Mechanical
information
is
a
medium
for
perceptual
interaction
and
health
monitoring
of
organisms
or
intelligent
mechanical
equipment,
including
force,
vibration,
sound,
flow.
Researchers
are
increasingly
deploying
recognition
technologies
(MIRT)
that
integrate
acquisition,
pre‐processing,
processing
functions
expected
to
enable
advanced
applications.
However,
this
also
poses
significant
challenges
acquisition
performance
efficiency.
The
novel
exciting
mechanosensory
systems
in
nature
have
inspired
us
develop
superior
bionic
(MIBRT)
based
on
materials,
structures,
devices
address
these
challenges.
Herein,
first
strategies
pre‐processing
presented
their
importance
high‐performance
highlighted.
Subsequently,
design
considerations
sensors
by
mechanoreceptors
described.
Then,
the
concepts
neuromorphic
summarized
order
replicate
biological
nervous
system.
Additionally,
ability
MIBRT
investigated
recognize
basic
information.
Furthermore,
further
potential
applications
robots,
healthcare,
virtual
reality
explored
with
view
solve
range
complex
tasks.
Finally,
future
opportunities
identified
from
multiple
perspectives.
Nano-Micro Letters,
Journal Year:
2023,
Volume and Issue:
16(1)
Published: Nov. 13, 2023
The
recent
wave
of
the
artificial
intelligence
(AI)
revolution
has
aroused
unprecedented
interest
in
intelligentialize
human
society.
As
an
essential
component
that
bridges
physical
world
and
digital
signals,
flexible
sensors
are
evolving
from
a
single
sensing
element
to
smarter
system,
which
is
capable
highly
efficient
acquisition,
analysis,
even
perception
vast,
multifaceted
data.
While
challenging
manual
perspective,
development
intelligent
been
remarkably
facilitated
owing
rapid
advances
brain-inspired
AI
innovations
both
algorithm
(machine
learning)
framework
(artificial
synapses)
level.
This
review
presents
progress
emerging
AI-driven,
systems.
basic
concept
machine
learning
synapses
introduced.
new
enabling
features
induced
by
fusion
comprehensively
reviewed,
significantly
applications
such
as
sensory
systems,
soft/humanoid
robotics,
activity
monitoring.
two
most
profound
twenty-first
century,
deep
incorporation
technology
holds
tremendous
potential
for
creating
beings.
npj Digital Medicine,
Journal Year:
2024,
Volume and Issue:
7(1)
Published: July 18, 2024
Abstract
Due
to
rapid
technological
advancements,
remote
patient
monitoring
(RPM)
technology
has
gained
traction
in
recent
years.
While
the
effects
of
specific
RPM
interventions
are
known,
few
published
reviews
examine
context
care
transitions
from
an
inpatient
hospital
setting
a
home
environment.
In
this
systematic
review,
we
addressed
gap
by
examining
impacts
on
safety,
adherence,
clinical
and
quality
life
outcomes
cost-related
during
transition
setting.
We
searched
five
academic
databases
(PubMed,
CINAHL,
PsycINFO,
Embase
SCOPUS),
screened
2606
articles,
included
29
studies
16
countries.
These
examined
seven
types
(communication
tools,
computer-based
systems,
smartphone
applications,
web
portals,
augmented
devices
with
capabilities,
wearables
standard
tools
for
intermittent
monitoring).
demonstrated
positive
safety
adherence.
also
improved
patients’
mobility
functional
statuses,
but
impact
other
quality-of-life
measures,
such
as
physical
mental
health
symptoms,
remains
inconclusive.
terms
outcomes,
there
was
clear
downward
trend
risks
admission/readmission,
length
stay,
number
outpatient
visits
non-hospitalisation
costs.
Future
research
should
explore
whether
incorporating
intervention
components
strong
human
element
alongside
deployment
enhances
effectiveness
RPM.
The
review
highlights
need
more
economic
evaluations
implementation
that
shed
light
facilitators
barriers
adopting
different
settings.
