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
Regulation of photosynthetic characteristics carbon and nitrogen metabolism and growth of maize seedlings by graphene oxide coating
Scientific Reports,
Год журнала:
2025,
Номер
15(1)
Опубликована: Янв. 22, 2025
Maize
seedlings
in
cold
regions
and
high
latitude
often
face
abiotic
stress.
As
a
result,
weak
affect
maize
production,
The
commonly
used
seed
coating
agents
production
are
mainly
to
prevent
biological
stress
of
pests
diseases,
have
little
effect
on
seedling
vigor
resistance.
In
this
experiment,
the
combination
graphene
oxide
(GO)
agent
can
effectively
diseases
increase
growth
seedlings.The
effects
different
concentrations
composite
GO
photosynthetic
carbon
nitrogen
metabolism
activity
were
verified
by
pot
experiments.
It
provides
reference
for
application
nanomaterials
adjuvant
technology
improvement
quality.
Using
as
model
plant,
study
evaluates,
22
g/L(T1),
44
g/L(T2),
66
g/L(T3),
88
g/L(T4),
add
respectively.
Commercial
control
(Con).
Under
conditions
thickened
stem
regulating
nutrients
absorption
roots
seedlings.
leaf
thickness
vascular
bundle
area
increased,
efficiency
leaves
improved.
Finally,
it
promoted
leaves.
Therefore,
g/L
is
most
suitable
concentration
experiment.
Язык: Английский
Rhizosphere bacterial exopolysaccharides: composition, biosynthesis, and their potential applications
Archives of Microbiology,
Год журнала:
2024,
Номер
206(9)
Опубликована: Авг. 28, 2024
Язык: Английский
Silk Fibroin Seed Coatings: Towards Sustainable Seed Protection and Enhanced Growth
Polymers,
Год журнала:
2024,
Номер
16(23), С. 3281 - 3281
Опубликована: Ноя. 25, 2024
Seed
coating
technology
is
vital
in
agriculture,
enhancing
seed
protection
and
growth.
However,
conventional
coatings
often
include
chemical
fungicides
that
pose
environmental
risks,
highlighting
the
need
for
sustainable
alternatives.
This
study
explores
silk
fibroin
(SF),
a
natural
biopolymer
with
excellent
film-forming
properties,
as
potential
agent,
addressing
its
antimicrobial
limitations
by
combining
it
commercial
agent
CRUISER
Язык: Английский