Biomolecule sensors based on organic electrochemical transistors
npj Flexible Electronics,
Год журнала:
2025,
Номер
9(1)
Опубликована: Фев. 13, 2025
Язык: Английский
Machine Learning-Based Process Optimization in Biopolymer Manufacturing: A Review
Polymers,
Год журнала:
2024,
Номер
16(23), С. 3368 - 3368
Опубликована: Ноя. 29, 2024
The
integration
of
machine
learning
(ML)
into
material
manufacturing
has
driven
advancements
in
optimizing
biopolymer
production
processes.
ML
techniques,
applied
across
various
stages
production,
enable
the
analysis
complex
data
generated
throughout
identifying
patterns
and
insights
not
easily
observed
through
traditional
methods.
As
sustainable
alternatives
to
petrochemical-based
plastics,
biopolymers
present
unique
challenges
due
their
reliance
on
variable
bio-based
feedstocks
processing
conditions.
This
review
systematically
summarizes
current
applications
techniques
aiming
provide
a
comprehensive
reference
for
future
research
while
highlighting
potential
enhance
efficiency,
reduce
costs,
improve
product
quality.
also
shows
role
algorithms,
including
supervised,
unsupervised,
deep
Язык: Английский
Fabrication of Flexible Thin Films from Sodium Alginate Biopolymer Composites for Smart Wearable Sensors Targeting Respiratory Health
Biomacromolecules,
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 7, 2025
Modern
wearable
sensors
for
health
monitoring
are
becoming
increasingly
popular
due
to
their
versatility.
This
study
investigates
the
effects
of
Co2+
ions
in
flexible
alginate-based
composite
films
with
doped
cobalt
and
poly(3,4-ethylene-dioxythiophene):polystyrenesulfonate
(PEDOT:PSS)
respiratory
monitoring.
Contrary
expectations,
Co2+-doped
Na-Alg/PEDOT:PSS/Glycerol
3b
nanocomposite
showed
lower
LED
intensity
(168
±
75
au)
conductivity
(5.04
×
10-5
S/m).
The
addition
negatively
affected
electrical
performance
hindered
charge
mobility
structural
integrity.
In
contrast,
Na-Alg/PEDOT:PSS/glycerol
2b
film
achieved
higher
(236
25
maximum
(6.61
S/m),
which
can
be
attributed
plasticizing
effect
glycerol
that
improves
homogeneity
transport.
also
shows
excellent
wearability
on
skin,
pressure
sensitivity,
ability
monitor
respiration.
Язык: Английский