Machine Learning-Based Process Optimization in Biopolymer Manufacturing: A Review
Ivan Malashin,
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D. A. Martysyuk,
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В С Тынченко
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et al.
Polymers,
Journal Year:
2024,
Volume and Issue:
16(23), P. 3368 - 3368
Published: Nov. 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
Language: Английский
Fungal Biofactories for the Formulation of Nanocomposites for Therapeutic Applications
Krishantinee Gobi,
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Norliana Munir,
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Shoriya Aruni Abdul Manaf
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et al.
Published: Jan. 1, 2025
Language: Английский
Evaluation of Film-Forming Properties of α-1,3-Glucan Obtained from “Chicken of the Woods” Mushroom (Laetiporus sulphureus): Film Development, Characterization, and Biodegradation Assessment
Molecules,
Journal Year:
2025,
Volume and Issue:
30(7), P. 1619 - 1619
Published: April 4, 2025
Unlike
many
biopolymers,
α-1,3-glucan
(α-1,3-GLU)
is
water-insoluble,
making
it
a
promising
candidate
for
the
production
of
moisture-resistant
films
with
applications
in
biodegradable
packaging,
biomedicine,
and
cosmetics.
This
study
aimed
to
characterize
structural,
physicochemical
(water
affinity,
optical,
mechanical),
biodegradation
properties
film
made
from
α-1,3-GLU
extracted
Laetiporus
sulphureus.
The
was
fabricated
through
alkaline
dissolution,
casting,
drying,
washing
remove
residual
NaOH,
re-plasticization
glycerol
solution.
FTIR
Raman
spectroscopy
confirmed
polysaccharide
nature
film,
predominant
α-glycosidic
linkages.
exhibited
semi-crystalline
structure
high
opacity
due
surface
roughness
resulting
polymer
coagulation.
Owing
re-plasticization,
showed
moisture
content
(~47%),
water
solubility
(81.95%
after
24
h),
weak
mechanical
(tensile
strength
=
1.28
MPa,
elongation
at
break
≈
10%).
Its
vapor
permeability
(53.69
g
mm
m−2
d−1
kPa−1)
comparable
other
glycerol-plasticized
reported
literature.
supported
adhesion
soil
microorganisms
target
bacteria
susceptible
degradation
by
Trichoderma
harzianum
endo-
exo-α-1,3-glucanases,
indicating
its
biodegradability.
limitations
excessive
hydration
indicate
need
improvements
composition
methods
producing
films.
Language: Английский