ACS Applied Energy Materials,
Год журнала:
2024,
Номер
7(3), С. 822 - 833
Опубликована: Фев. 1, 2024
Embark
on
a
journey
to
unlock
the
pivotal
roadmap
for
seamlessly
integrating
triboelectric
nanogenerators
(TENGs)
with
advanced
machine
learning
algorithms.
This
review
article
endeavors
present
comprehensive
strategy
integration
of
algorithms
TENGs
specifically
tailored
gesture
monitoring
applications.
The
primary
objective
is
outline
meticulous
methodology
seamless
fusion
TENG
technology
and
techniques
by
elucidating
key
tools
data
collection,
robust
analysis,
potential
challenges,
compelling
case
studies
that
highlight
tangible
applications
this
across
diverse
domains.
not
only
delves
into
underlying
principles
but
also
explores
fundamental
tenets
learning,
making
it
accessible
wide
readership,
from
novices
experts.
goal
facilitate
effective
implementation
integrated
framework,
enabling
development
more
efficient
sophisticated
solutions
elevating
human–machine
interaction
greater
heights.
Advanced Functional Materials,
Год журнала:
2024,
Номер
34(29)
Опубликована: Апрель 15, 2024
Abstract
Soft
robots
have
recently
attracted
increasing
interest
due
to
their
advantages
in
durability,
flexibility,
and
deformability,
which
enable
them
adapt
unstructured
environments
perform
various
complex
tasks.
Perception
is
crucial
for
soft
robots.
To
better
mimic
biological
systems,
sensors
need
be
integrated
into
robotic
systems
obtain
both
proprioceptive
external
perception
effective
usage.
This
review
summarizes
the
latest
advancements
flexible
sensing
feedback
technologies
applications.
It
begins
with
an
introduction
development
of
robots,
followed
by
in‐depth
exploration
smart
materials
advanced
manufacturing
methods.
A
detailed
description
modalities
methodologies
also
included
illustrate
continuous
breakthrough
technology.
In
addition,
applications
based
on
these
are
concluded
as
well.
The
challenges
promising
solutions
finally
discussed
analyzed
provide
a
prospect
future
development.
By
examining
recent
advances
intelligent
technologies,
this
dedicated
highlighting
potential
robotics
motivating
innovation
within
field.
Materials Horizons,
Год журнала:
2024,
Номер
11(16), С. 3856 - 3866
Опубликована: Янв. 1, 2024
Hydrogel
strain
sensors
have
received
increasing
attention
due
to
their
potential
applications
in
human-machine
interfaces
and
flexible
electronics.
However,
they
usually
suffer
from
both
mechanical
electrical
hysteresis
poor
water
retention,
which
limit
practical
applications.
To
address
this
challenge,
a
poly(acrylic
acid-
Advanced Healthcare Materials,
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 17, 2024
Abstract
The
rapid
advancements
in
artificial
intelligence,
micro‐nano
manufacturing,
and
flexible
electronics
technology
have
unleashed
unprecedented
innovation
opportunities
for
applying
sensors
healthcare,
wearable
devices,
human–computer
interaction.
human
body's
tactile
perception
involves
physical
parameters
such
as
pressure,
temperature,
humidity,
all
of
which
play
an
essential
role
maintaining
health.
Inspired
by
the
sensory
function
skin,
many
bionic
been
developed
to
simulate
skin's
various
stimuli
are
widely
applied
health
monitoring.
Given
urgent
requirements
sensing
performance
integration
field
devices
monitoring,
here
is
a
timely
overview
recent
advances
multi‐functional
It
covers
fundamental
components
categorizes
them
based
on
different
response
mechanisms,
including
resistive,
capacitive,
voltage,
other
types.
Specifically,
application
these
area
monitoring
highlighted.
Based
this,
extended
dual/triple‐mode
integrating
temperature
presented.
Finally,
challenges
discussed.
Advanced Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 19, 2025
Abstract
Flexible
neuromorphic
architectures
that
emulate
biological
cognitive
systems
hold
great
promise
for
smart
wearable
electronics.
To
realize
neuro‐inspired
sensing
and
computing
electronics,
artificial
sensory
neurons
detect
process
external
stimuli
must
be
integrated
with
central
nervous
capable
of
parallel
computation.
In
near‐sensor
computing,
synaptic
devices,
sensors
are
used
to
receptors,
respectively.
contrast,
in
in‐sensor
a
single
multifunctional
device
serves
as
both
the
receptor
neuron.
Bio‐inspired
efficiently
through
data
structuring
techniques,
significantly
reducing
volume
enabling
extension
applications
systems.
construct
near‐
it
is
crucial
develop
synapses
replicate
functionalities.
Additionally,
exhibit
high
mechanical
flexibility
integration
density.
This
review
addresses
research
on
flexible
bio‐inspired
systems,
classified
into
computing.
It
covers
fundamental
aspects,
including
processes,
required
components,
structures
each
component,
well
Finally,
offers
perspectives
future
directions
electronics
connected
next‐generation
Internet
Things.
Abstract
Flexible
electronics
has
emerged
as
a
continuously
growing
field
of
study.
Two‐dimensional
(2D)
materials
often
act
conductors
and
electrodes
in
electronic
devices,
holding
significant
promise
the
design
high‐performance,
flexible
electronics.
Numerous
studies
have
focused
on
harnessing
potential
these
for
development
such
devices.
However,
to
date,
incorporation
2D
rarely
been
summarized
or
reviewed.
Consequently,
there
is
an
urgent
need
develop
comprehensive
reviews
rapid
updates
this
evolving
landscape.
This
review
covers
progress
complex
material
architectures
based
materials,
including
interfaces,
heterostructures,
2D/polymer
composites.
Additionally,
it
explores
wearable
energy
storage
conversion,
display
touch
technologies,
biomedical
applications,
together
with
integrated
solutions.
Although
pursuit
high‐performance
high‐sensitivity
instruments
remains
primary
objective,
also
warrants
consideration.
By
combining
multiple
functionalities
into
singular
device,
augmented
by
machine
learning
algorithms,
we
can
potentially
surpass
performance
existing
technologies.
Finally,
briefly
discuss
future
trajectory
burgeoning
field.
discusses
recent
advancements
sensors
made
from
their
applications
architecture
device
design.
Nano-Micro Letters,
Год журнала:
2024,
Номер
16(1)
Опубликована: Июнь 13, 2024
In
recent
years,
breakthrough
has
been
made
in
the
field
of
artificial
intelligence
(AI),
which
also
revolutionized
industry
robotics.
Soft
robots
featured
with
high-level
safety,
less
weight,
lower
power
consumption
have
always
one
research
hotspots.
Recently,
multifunctional
sensors
for
perception
soft
robotics
rapidly
developed,
while
more
algorithms
and
models
machine
learning
high
accuracy
optimized
proposed.
Designs
AI
advanced
ranging
from
multimodal
sensing,
human–machine
interaction
to
effective
actuation
robotic
systems.
Nonetheless,
comprehensive
reviews
concerning
new
developments
strategies
ingenious
design
systems
equipped
are
rare.
Here,
development
is
systematically
reviewed
AI.
First,
background
mechanisms
briefed,
after
focused
on
how
endow
AI,
including
aspects
feeling,
thought
reaction,
illustrated.
Next,
applications
summarized
discussed
together
proposed
performance
enhancement.
Design
thoughts
future
intelligent
pointed
out.
Finally,
some
perspectives
put
forward.
