Machine learning for the advancement of membrane science and technology: A critical review
Journal of Membrane Science,
Journal Year:
2024,
Volume and Issue:
713, P. 123256 - 123256
Published: Sept. 3, 2024
Machine
learning
(ML)
has
been
rapidly
transforming
the
landscape
of
natural
sciences
and
potential
to
revolutionize
process
data
analysis
hypothesis
formulation
as
well
expand
scientific
knowledge.
ML
particularly
instrumental
in
advancement
cheminformatics
materials
science,
including
membrane
technology.
In
this
review,
we
analyze
current
state-of-the-art
membrane-related
applications
from
perspectives.
We
first
discuss
foundations
different
algorithms
design
choices.
Then,
traditional
deep
methods,
application
examples
literature,
are
reported.
also
importance
both
molecular
membrane-system
featurization.
Moreover,
follow
up
on
discussion
with
science
detail
literature
using
data-driven
methods
property
prediction
fabrication.
Various
fields
discussed,
such
reverse
osmosis,
gas
separation,
nanofiltration.
differentiate
between
downstream
predictive
tasks
generative
design.
Additionally,
formulate
best
practices
minimum
requirements
for
reporting
reproducible
studies
field
membranes.
This
is
systematic
comprehensive
review
science.
Language: Английский
Ameliorating quercetin delivery in cancer therapy with polyvinyl alcohol /halloysite/starch nanocomposite
Mahshid Afshari Badrloo,
No information about this author
Mehrab Pourmadadi,
No information about this author
Majid Abdouss
No information about this author
et al.
Industrial Crops and Products,
Journal Year:
2024,
Volume and Issue:
218, P. 118939 - 118939
Published: June 18, 2024
Language: Английский
An Overview of Recent Advances in Inorganic Nanomaterials and MOFs in Modification of Forward Osmosis Membranes for Industrial Wastewater Treatment
Pravin R. Gulave,
No information about this author
Sadanand Y Guhe
No information about this author
Journal of Inorganic and Organometallic Polymers and Materials,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Sept. 23, 2024
Language: Английский
Accurate Separation and Recovery of Humic Substances from Landfill Leachate Concentrate by Triethanolamine-Based Loose Nanofiltration Membranes
Shangshang Wei,
No information about this author
Anqi Fu,
No information about this author
Huaying Li
No information about this author
et al.
Advanced Membranes,
Journal Year:
2025,
Volume and Issue:
unknown, P. 100137 - 100137
Published: Feb. 1, 2025
Language: Английский
Polymer-incorporated modified halloysite nanotubes for efficient CO2/N2 separation
Applied Clay Science,
Journal Year:
2024,
Volume and Issue:
258, P. 107487 - 107487
Published: July 11, 2024
Language: Английский
Influence of ZrO2 Nanoparticles on the Structural and Photocatalytic Properties of Three-Dimensional PVA/g-C3N4 Polymer Films
Journal of Alloys and Compounds,
Journal Year:
2024,
Volume and Issue:
1003, P. 175622 - 175622
Published: July 18, 2024
Language: Английский
Developing halloysite-based X-ray scintillating nanocomposite enables red to green tunable emission behavior in epoxy resin
Jiaying Zhong,
No information about this author
Weihua Song,
No information about this author
Yu Wang
No information about this author
et al.
Applied Clay Science,
Journal Year:
2025,
Volume and Issue:
267, P. 107726 - 107726
Published: Jan. 31, 2025
Language: Английский
Unveiling the Potential of Halloysite Nanotubes: Insights into Their Synthesis, Properties, and Applications in Nanocomposites
Starch - Stärke,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 22, 2024
Abstract
Halloysite
nanotubes
(HNTs)
have
attracted
considerable
attention
due
to
their
unique
properties
and
wide
range
of
applications.
This
review
explores
HNT‐based
nanocomposites,
focusing
on
preparation
methods
improvements
in
mechanical,
thermal,
barrier
properties.
Various
synthesis
techniques,
including
solution
mixing,
melt
compounding,
situ
polymerization,
surface
modification,
are
discussed,
along
with
benefits
limitations.
The
role
HNT
characteristics
such
as
aspect
ratio,
dispersion,
chemistry
enhancing
nanocomposite
is
examined.
HNTs
significantly
boost
mechanical
properties,
tensile
strength,
Young’s
modulus,
toughness,
reinforcement
effects.
Improved
dispersion
interfacial
adhesion
between
the
polymer
matrix
enhance
these
also
act
thermal
barriers,
improving
heat
resistance
dimensional
stability,
while
against
gases
moisture.
These
synergistic
effects
allow
for
customization
nanocomposites
specific
applications
packaging,
automotive,
electronics,
biomedical
fields.
Future
research
should
focus
optimizing
processing
techniques
further
improve
nanocomposites’
performance.
provides
a
comprehensive
overview
offering
valuable
insights
advancing
nanomaterials
science
engineering.
Language: Английский