Universal strategy to minimize capillary effect in textiles for high-sensitivity inkjet-printed wearable gas sensor
Sensors and Actuators B Chemical,
Год журнала:
2025,
Номер
unknown, С. 137749 - 137749
Опубликована: Апрель 1, 2025
Язык: Английский
Robust Odor Detection in Electronic Nose Using Transfer-Learning Powered Scentformer Model
ACS Sensors,
Год журнала:
2025,
Номер
unknown
Опубликована: Май 15, 2025
Mimicking
the
olfactory
system
of
humans,
use
electronic
noses
(E-noses)
for
detection
odors
in
nature
has
become
a
hot
research
topic.
This
study
presents
novel
E-nose
based
on
deep
learning
architecture
called
Scentformer,
which
addresses
limitations
current
like
narrow
range
and
limited
generalizability
across
different
scenarios.
Armed
with
self-adaptive
data
down-sampling
method,
is
capable
detecting
55
natural
classification
accuracy
99.94%,
model
embedded
analyzed
using
Shapley
Additive
exPlanations
analysis,
providing
quantitative
interpretation
performance.
Furthermore,
leveraging
Scentformer's
transfer
ability,
efficiently
adapts
to
new
gases.
Rather
than
retraining
all
layers
odor
set,
only
fully
connected
need
be
trained
pretrained
model.
Using
1‰
retrained
model,
model-based
can
also
achieve
accuracies
99.14%
various
gas
concentrations.
provides
robust
approach
diverse
direct
signals
real-world
applications.
Язык: Английский
Novel Device for Intraoperative Quantitative Measurements of Extraocular Muscle Tensile Strength
Biosensors,
Год журнала:
2025,
Номер
15(6), С. 347 - 347
Опубликована: Май 30, 2025
Understanding
the
tensile
properties
of
extraocular
muscles
(EOMs)
is
crucial
for
successful
strabismus
surgery
and
accurate
predictions
surgical
outcomes.
Assessments
EOM
strength
are
traditionally
highly
dependent
on
expertise
ophthalmic
surgeon,
since
they
involve
manually
pulling
in
opposite
directions.
This
approach
only
provides
subjective
measurements
that
not
quantifiable.
Previous
quantitative
approaches
have
utilized
various
devices
such
as
implanted
force
transducers
or
dial
tension
gauges
connected
to
muscle
tendons
with
nylon
sutures,
but
these
methods
complex
so
rarely
used
outside
research
settings.
Consequently,
goal
this
study
was
create
a
clinically
applicable
device
assessing
strength.
developed
uses
hook
strain
gauge
load
cell
measures
includes
tilting
sensor
ensure
pulled
at
consistent
angle
when
applied.
The
performance
tested
22
EOMs
11
patients
intermittent
exotropia
during
resecting
medial
rectus
(MR)
recessing
lateral
(LR)
under
general
anesthesia.
measured
strengths
MR
LR
were
284.9
±
58.3
278.3
64.6
g
(mean
SD),
respectively.
In
conclusion,
novel
clinical
settings
will
facilitate
understanding
pathophysiology
strabismus,
well
mechanical
EOMs,
enhance
precision
interventions.
Язык: Английский