Chemical Reviews,
Год журнала:
2024,
Номер
124(17), С. 9899 - 9948
Опубликована: Авг. 28, 2024
Electronic
skins
(e-skins)
have
seen
intense
research
and
rapid
development
in
the
past
two
decades.
To
mimic
capabilities
of
human
skin,
a
multitude
flexible/stretchable
sensors
that
detect
physiological
environmental
signals
been
designed
integrated
into
functional
systems.
Recently,
researchers
increasingly
deployed
machine
learning
other
artificial
intelligence
(AI)
technologies
to
neural
system
for
processing
analysis
sensory
data
collected
by
e-skins.
Integrating
AI
has
potential
enable
advanced
applications
robotics,
healthcare,
human–machine
interfaces
but
also
presents
challenges
such
as
diversity
model
robustness.
In
this
review,
we
first
summarize
functions
features
e-skins,
followed
feature
extraction
different
models.
Next,
discuss
utilization
design
e-skin
address
key
topic
implementation
e-skins
accomplish
range
tasks.
Subsequently,
explore
hardware-layer
in-skin
before
concluding
with
an
opportunities
various
aspects
AI-enabled
Nano-Micro Letters,
Год журнала:
2023,
Номер
15(1)
Опубликована: Апрель 10, 2023
Multifunctional
architecture
with
intriguing
structural
design
is
highly
desired
for
realizing
the
promising
performances
in
wearable
sensors
and
flexible
energy
storage
devices.
Cellulose
nanofiber
(CNF)
employed
assisting
building
conductive,
hyperelastic,
ultralight
Ti3C2Tx
MXene
hybrid
aerogels
oriented
tracheid-like
texture.
The
biomimetic
are
constructed
by
a
facile
bidirectional
freezing
strategy
CNF,
carbon
nanotube
(CNT),
based
on
synergistic
electrostatic
interaction
hydrogen
bonding.
Entangled
CNF
CNT
"mortars"
bonded
"bricks"
of
tracheid
structure
produce
good
interfacial
binding,
superior
mechanical
strength
(up
to
80%
compressibility
extraordinary
fatigue
resistance
1000
cycles
at
50%
strain).
Benefiting
from
texture,
CNF/CNT/MXene
aerogel
shows
ultralow
density
7.48
mg
cm-3
excellent
electrical
conductivity
(~
2400
S
m-1).
Used
as
pressure
sensors,
such
exhibit
appealing
sensitivity
performance
linear
up
817.3
kPa-1,
which
affords
their
application
monitoring
body
surface
information
detecting
human
motion.
Furthermore,
can
also
act
electrode
materials
compressive
solid-state
supercapacitors
that
reveal
satisfactory
electrochemical
(849.2
mF
cm-2
0.8
mA
cm-2)
long
cycle
compression
(88%
after
10,000
strain
30%).
ACS Nano,
Год журнала:
2023,
Номер
17(16), С. 16160 - 16173
Опубликована: Июль 31, 2023
There
is
huge
demand
for
recreating
human
skin
with
the
functions
of
epidermis
and
dermis
interactions
physical
world.
Herein,
a
biomimetic,
ultrasensitive,
multifunctional
hydrogel-based
electronic
(BHES)
was
proposed.
Its
function
mimicked
using
poly(ethylene
terephthalate)
nanoscale
wrinkles,
enabling
accurate
identification
materials
through
capabilities
to
gain/lose
electrons
during
contact
electrification.
Internal
mechanoreceptor
by
interdigital
silver
electrodes
stick–slip
sensing
identify
textures/roughness.
The
patterned
microcone
hydrogel,
achieving
pressure
sensors
high
sensitivity
(17.32
mV/Pa),
large
range
(20–5000
Pa),
low
detection
limit,
fast
response
(10
ms)/recovery
time
(17
ms).
Assisted
deep
learning,
this
BHES
achieved
accuracy
minimized
interference
in
identifying
(95.00%
10
materials)
textures
(97.20%
four
roughness
cases).
By
integrating
signal
acquisition/processing
circuits,
wearable
drone
control
system
demonstrated
three-degree-of-freedom
movement
enormous
potentials
soft
robots,
self-powered
human–machine
interaction
interfaces
digital
twins.
Advanced Functional Materials,
Год журнала:
2022,
Номер
32(44)
Опубликована: Авг. 7, 2022
Abstract
A
wearable
interactive
device
that
can
synchronously
detect
and
visualize
pressure,
stimuli
will
supplement
easily
identifiable
in
situ
signals
with
conventional
sensing
outputs
only
electronic
signals.
Currently,
most
devices
are
composed
of
physically
connected
separate
pressure
sensors
display
elements,
which
do
not
conform
to
the
development
miniaturization
high
integration.
The
realization
combining
these
two
functions
one
a
simplified
configuration
is
still
beginning
be
explored.
Inspired
by
two‐in‐one
response
octopus,
both
sense
stimuli,
an
integrated
hybrid
based
on
ionic
electrochromic
proposed
for
perception.
By
efficiently
reusing
electrodes
gel,
enables
quantitative
direct
color
changing
pressure.
Benefiting
from
its
excellent
comprehensive
performance,
applications
explored
verified,
including
perception
information,
hiding
visual
information
under
regulation,
repeated
writing
erasing
flexible
boards.
Notably,
multiple
customized
systems
improved
design
flexibility
implemented
provide
remote
monitoring
warning
behavioral
states
physiological
parameters.
This
study
diversifies
solutions
realize
link
between
detection
visualization.
Advanced Functional Materials,
Год журнала:
2023,
Номер
33(18)
Опубликована: Фев. 9, 2023
Abstract
Structured
piezoresistive
membranes
are
compelling
building
blocks
for
wearable
bioelectronics.
However,
the
poor
structural
compressibility
of
conventional
microstructures
leads
to
rapid
saturation
detection
range
and
low
sensitivity
devices,
limiting
their
commercial
applications.
Herein,
a
bioinspired
MXene‐based
device
is
reported,
which
can
effectively
boost
while
broadening
response
by
architecting
intermittent
villus‐like
microstructures.
Benefitting
from
two‐stage
amplification
effect
this
architecture,
developed
bioelectronics
exhibit
high
461
kPa
−1
broad
pressure
up
311
kPa,
about
20
5
times
higher
than
that
homogeneous
microstructures,
respectively.
Cooperating
with
deep‐learning
algorithm,
designed
capture
complex
human
movements
precisely
identify
motion
recognition
accuracy
99%.
Evidently,
architecture
biomimetic
strategy
may
pave
promising
avenue
overcome
limitation
in
bioelectronics,
provide
general
way
promote
its
large‐scale
ACS Nano,
Год журнала:
2023,
Номер
17(2), С. 1393 - 1402
Опубликована: Янв. 9, 2023
Among
the
increasingly
popular
miniature
and
flexible
smart
electronics,
two-dimensional
materials
show
great
potential
in
development
of
electronics
owing
to
their
layered
structures
outstanding
electrical
properties.
MXenes
have
attracted
much
attention
excellent
hydrophilicity
metallic
conductivity.
However,
limited
interlayer
spacing
tendency
for
self-stacking
lead
changes
electron
channels
under
external
pressure,
making
it
difficult
exploit
surface
metal
We
propose
a
strategy
rapid
gas
foaming
construct
tunable
MXene
aerogels.
aerogels
with
rich
network
generate
maximized
facilitating
effective
utilization
properties
MXene;
this
forms
self-healable
pressure
sensor
sensing
such
as
high
sensitivity
(1,799.5
kPa–1),
fast
response
time
(11
ms),
good
cycling
stability
(>25,000
cycles).
This
has
applications
human
body
detection,
human–computer
interaction,
self-healing,
remote
monitoring,
distribution
identification.
The
channel
design
provides
simple,
efficient,
scalable
method
effectively
conduction
2D
materials.
Nature Communications,
Год журнала:
2023,
Номер
14(1)
Опубликована: Ноя. 14, 2023
Abstract
Humans
can
gently
slide
a
finger
on
the
surface
of
an
object
and
identify
it
by
capturing
both
static
pressure
high-frequency
vibrations.
Although
modern
robots
integrated
with
flexible
sensors
precisely
detect
pressure,
shear
force,
strain,
they
still
perform
insufficiently
or
require
multi-sensors
to
respond
physical
stimuli
during
interaction.
Here,
we
report
real-time
artificial
sensory
system
for
high-accuracy
texture
recognition
based
single
iontronic
slip-sensor,
propose
criterion—spatiotemporal
resolution,
corelate
sensing
performance
capability.
The
sensor
dynamic
(0-400
Hz)
high
spatial
resolution
15
μm
in
spacing
6
height,
together
0.02
Hz
at
400
Hz,
enabling
high-precision
discrimination
fine
features.
prosthetic
fingertip
20
different
commercial
textiles
100.0%
accuracy
fixed
sliding
rate
98.9%
random
rates.
is
expected
help
achieve
subtle
tactile
sensation
robotics
prosthetics,
further
be
applied
haptic-based
virtual
reality
beyond.
Abstract
Intelligent
perception
means
that
with
the
assistance
of
artificial
intelligence
(AI)‐motivated
brain,
flexible
sensors
achieve
ability
memory,
learning,
judgment,
and
reasoning
about
external
information
like
human
brain.
Due
to
superiority
machine
learning
(ML)
algorithms
in
data
processing
intelligent
recognition,
systems
possess
match
or
even
surpass
systems.
However,
built‐in
these
need
work
on
dynamic
irregular
surfaces,
inevitably
affecting
precision
fidelity
acquired
data.
In
recent
years,
strategy
introducing
developed
functional
materials
innovative
structures
into
has
made
some
progress
toward
above
challenges,
blessing
ML
algorithms,
accurate
various
scenarios
have
been
achieved.
Here,
most
representative
for
constructing
are
comprehensively
reviewed,
research
based
is
further
summarized,
intersection
two
expected
unlock
new
opportunities
next‐stage
AI
development.
image
Nature Communications,
Год журнала:
2022,
Номер
13(1)
Опубликована: Окт. 29, 2022
Abstract
The
development
of
flexible
thermistor
epidermal
electronics
(FTEE)
to
satisfy
high
temperature
resolution
without
strain
induced
signal
distortion
is
great
significance
but
still
challenging.
Inspired
by
the
nacre
microstructure
capable
restraining
stress
concentration,
we
exemplify
a
versatile
MXene-based
elastomer
sensor
(TES)
platform
that
significantly
alleviates
interference
biomimetic
laminated
strategy
combining
with
in-plane
dissipation
and
nacre-mimetic
hierarchical
architecture,
delivering
competitive
advantages
superior
thermosensitivity
(−1.32%
°C
−1
),
outstanding
(~0.3
°C),
unparalleled
mechanical
durability
(20000
folding
fatigue
cycles),
together
considerable
improvement
in
strain-tolerant
thermosensation
over
commercial
thermocouple
exercise
scenario.
By
combination
theoretical
model
simulation,
observation,
superposed
detection,
authors
further
reveal
underlying
decoupling
mechanism
substantiate
generality
customizability
strategy,
possessing
insightful
fabricating
FTEE
for
static
dynamic
detection.
ACS Applied Nano Materials,
Год журнала:
2023,
Номер
6(3), С. 1522 - 1540
Опубликована: Янв. 20, 2023
Textiles
are
turning
into
a
suitable
next-generation
sensing
platform
because
of
their
good
breathability,
softness,
and
structural
elasticity.
Besides,
research
on
self-powered
piezoelectric
sensors
is
hot
topic
in
wearable
applications;
they
can
perform
long-term
monitoring.
Therefore,
this
paper
mainly
reviews
the
development
progress
PVDF-based
textiles
flexible
sensors.
In
paper,
we
first
introduce
principle
effect
classification
materials;
then
summarize
structure
characteristics
nanofiber
mat-based,
yarn-based,
fabric-based
approaches
that
employed
to
fabricate
textile
such
as
melt
spinning,
electrospinning,
stretch
forming
processes,
so
on.
At
last,
review
applicability
application
electronic
skin,
human–computer
interaction,
healthcare,
human
movement
monitoring
demonstrate
facing
difficulties
future
directions