Highlights in Science Engineering and Technology,
Год журнала:
2024,
Номер
102, С. 363 - 368
Опубликована: Июль 11, 2024
Machine
learning,
a
rapidly
evolving
research
field,
empowers
computers
to
mimic
human
cognitive
processes,
enabling
them
perform
complex
tasks
autonomously
without
explicit
programming.
Its
integration
with
biosensors,
particularly
in
the
realm
of
clinical
diagnostics
and
treatment,
marks
significant
leap
medical
technology.
This
article
delves
into
underlying
principles
diverse
applications
machine
learning-enhanced
piezoelectric
sensors.
These
sensors,
when
combined
advanced
learning
algorithms,
offer
unprecedented
precision
detecting
monitoring
various
physiological
signals.
The
synergy
biosensors
opens
new
avenues
for
real-time,
non-invasive,
highly
sensitive
diagnostics.
holds
promise
revolutionizing
patient
care
by
facilitating
early
disease
detection,
personalized
treatment
plans,
continuous
health
monitoring.
also
addresses
future
prospects
this
interdisciplinary
highlighting
potential
breakthroughs
alongside
challenges
be
surmounted,
such
as
data
privacy
concerns,
algorithmic
reliability,
need
extensive
validation.
Ultimately,
goal
is
harness
power
settings
enhance
diagnostic
accuracy,
optimize
therapeutic
outcomes,
significantly
improve
overall
well-being.
Sensors,
Год журнала:
2024,
Номер
24(16), С. 5143 - 5143
Опубликована: Авг. 8, 2024
This
comprehensive
review
delves
into
the
forefront
of
biosensor
technologies
and
their
critical
roles
in
disease
biomarker
detection
therapeutic
drug
monitoring.
It
provides
an
in-depth
analysis
various
types
applications,
including
enzymatic
sensors,
immunosensors,
DNA
elucidating
mechanisms
specific
healthcare
applications.
The
highlights
recent
innovations
such
as
integrating
nanotechnology,
developing
wearable
devices,
trends
miniaturisation,
showcasing
transformative
potential
healthcare.
In
addition,
it
addresses
significant
sensitivity,
specificity,
reproducibility,
data
security
challenges,
proposing
strategic
solutions
to
overcome
these
obstacles.
is
envisaged
that
will
inform
decision-making,
drive
technological
innovation,
enhance
global
outcomes
by
synthesising
multidisciplinary
insights.
Heliyon,
Год журнала:
2025,
Номер
11(4), С. e42808 - e42808
Опубликована: Фев. 1, 2025
In
this
paper,
it
is
integrated
a
piezoelectric
energy
harvester
and
supercapacitor
storage
device
on
flexible
substrate
with
connection
through
an
innovative
alternative
current
(AC)
to
direct
(DC)
boosting
power
management
system
for
wearable
biosensors'
supply.
Flexible
substrates
can
conform
irregular
surfaces
or
shapes,
enabling
harvesting
devices
be
into
variety
of
form
factors,
including
curved
bendable
surfaces.
Having
ensures
reliable
portable
source,
providing
autonomy.
The
proposed
element
was
layer-by-layer
design
silver
electrode,
polyvinylidene
fluoride-trifluoroethylene/multiwall
carbon
nanotubes,
poly(3,4-ethylenedioxythiophene)
polystyrene
sulfonate:
aluminium
oxide,
graphene
nanotubes
(Ag/PVDF-TrFE:MWCNT/PEDOT:PSS:CNT/Al2O3/Gr/PEDOT:PSS:CNT),
prepared
by
spray
coating.
A
voltage
rectifier
low-pass
filter
(DC-DC)
converter
used
as
intermediate
unit
between
the
part
element.
type
electronic
circuit
voltage-doubler
rectifier.
It
found
that
generates
magnitude
2V
at
loading
110
g/cm2@10
Hz
determined
workability
created
during
repeated
charging
discharging,
without
introducing
interfering
changes
in
capacity.
behaviour
dependent
thickness
Al2O3
demonstrates
more
favourable
characteristics
thicker
film
750
nm,
where
time
short
(6s),
ripples
are
small
(±0.50
mV),
maximum
output
after
almost
reached
input
supply
(∼1.94
V
2
voltage).
addition,
resists
up
15500
cycles
shows
stable
retention
capacitance
1.63
mF.
retain
their
capacity
multiple
bending
(1000)
93
%
91
%,
according
oxide
thickness,
which
suitable
devices.
Chemical Science,
Год журнала:
2024,
Номер
unknown
Опубликована: Янв. 1, 2024
This
review
covers
the
recent
advances
in
flexible
piezoelectric
materials,
which
show
great
potential
for
strain
sensors
wearable
electronics
and
artificial
intelligence,
focusing
on
microstructure
engineering
fabrication
techniques.
Biosensors,
Год журнала:
2025,
Номер
15(3), С. 191 - 191
Опубликована: Март 17, 2025
Cardiovascular
diseases
have
long
been
a
major
challenge
to
human
health,
and
the
treatment
differences
caused
by
individual
variability
remain
unresolved.
In
recent
years,
personalized
cardiovascular
drug
therapy
has
attracted
widespread
attention.
This
paper
reviews
strategies
for
achieving
through
traditional
dynamic
monitoring
multidimensional
data
integration
analysis.
It
focuses
on
key
technologies
monitoring,
based
differences,
By
systematically
reviewing
relevant
literature,
main
challenges
in
current
research
proposed
potential
directions
future
studies
were
summarized.
Open Life Sciences,
Год журнала:
2024,
Номер
19(1)
Опубликована: Янв. 1, 2024
Abstract
Bioelectrochemical
biosensors
offer
a
promising
approach
for
real-time
monitoring
of
industrial
bioprocesses.
Many
bioelectrochemical
do
not
require
additional
labelling
reagents
target
molecules.
This
simplifies
the
process,
reduces
costs,
and
minimizes
potential
contamination
risks.
Advancements
in
materials
science
microfabrication
technologies
are
paving
way
smaller,
more
portable
biosensors.
opens
doors
integration
into
existing
bioprocessing
equipment
facilitates
on-site,
capabilities.
Biosensors
can
be
designed
to
detect
specific
heavy
metals
such
as
lead,
mercury,
or
chromium
wastewater.
Early
detection
allows
implementation
appropriate
removal
techniques
before
they
reach
environment.
Despite
these
challenges,
significant
leap
forward
wastewater
monitoring.
As
research
continues
improve
their
robustness,
selectivity,
cost-effectiveness,
have
become
cornerstone
efficient
sustainable
treatment
practices.
International Journal of Energy Research,
Год журнала:
2023,
Номер
2023, С. 1 - 12
Опубликована: Ноя. 24, 2023
Wearable
or
patchable
biosensors
have
attracted
tremendous
attention
due
to
their
continuous
health-monitoring
capabilities.
In
particular,
self-powered
passive
based
on
a
piezoelectric
nanogenerator
(PENG)
demonstrated
measurements
of
physiological
signals
from
which
cardiovascular
information
can
be
analyzed
such
as
heart
rate
and
blood
pressure.
However,
challenges
still
remain
with
regard
both
material
device
aspects.
For
the
effective
accurate
measurement
extremely
weak
signals,
various
methods
been
introduced,
including
employment
inorganic
lead-based
materials
design
complex
structure.
spite
effectiveness
in
enhancing
output
response,
introduced
brought
concomitant
issues,
toxicity
complexity.
We
present
unique
produce
transparent
standalone
polymer
film
directly
transferred
any
surface
human
skin.
Through
room
temperature
solvent
vapor
annealing
process,
we
further
enhance
crystallinity
portion
ferroelectric
β-phase
film,
resulting
an
improved
response.
Based
these
two
new
demonstrate
simple
sandwich-structured,
transparent,
biosensor
PENG
for
radial
artery
detection
significantly
reduced
manufacturing
processes,
providing
great
practical
value.
