Applications of machine learning in surfaces and interfaces
Chemical Physics Reviews,
Год журнала:
2025,
Номер
6(1)
Опубликована: Март 1, 2025
Surfaces
and
interfaces
play
key
roles
in
chemical
material
science.
Understanding
physical
processes
at
complex
surfaces
is
a
challenging
task.
Machine
learning
provides
powerful
tool
to
help
analyze
accelerate
simulations.
This
comprehensive
review
affords
an
overview
of
the
applications
machine
study
systems
materials.
We
categorize
into
following
broad
categories:
solid–solid
interface,
solid–liquid
liquid–liquid
surface
solid,
liquid,
three-phase
interfaces.
High-throughput
screening,
combined
first-principles
calculations,
force
field
accelerated
molecular
dynamics
simulations
are
used
rational
design
such
as
all-solid-state
batteries,
solar
cells,
heterogeneous
catalysis.
detailed
information
on
for
Язык: Английский
Carbon dots as multifunctional additives in zinc-ion batteries: progress, challenges, and opportunities
Chemical Engineering Journal,
Год журнала:
2025,
Номер
unknown, С. 161327 - 161327
Опубликована: Март 1, 2025
Язык: Английский
Regulation of Zn2+ Desolvation Kinetics via Interfacial Hydrogen-Bond Network for a Highly Reversible Zn Metal Anode
Energy storage materials,
Год журнала:
2025,
Номер
unknown, С. 104028 - 104028
Опубликована: Янв. 1, 2025
Язык: Английский
Advances in In Situ Characterization Techniques for Failure Mechanisms of Zinc Anode Interfaces
Energy Material Advances,
Год журнала:
2025,
Номер
6
Опубликована: Янв. 1, 2025
Aqueous
zinc-ion
batteries
are
considered
an
ideal
choice
for
energy
storage
technology
in
new
power
systems
due
to
their
high
theoretical
capacity,
safety,
and
environmental
friendliness.
However,
practical
applications,
Zn
anodes
face
a
series
of
problems
challenges,
such
as
dendrite
irregular
growth,
electrode
cross-section
corrosion,
hydrogen
reduction
side
reactions.
This
has
importantly
impeded
the
large-scale
utilization
batteries.
Therefore,
it
is
necessary
characterize
failure
mechanism
zinc-metal
anodes,
but
current
not
well
characterized,
leading
different
elaborations.
Although
many
studies
have
been
conducted
improve
interfacial
stability
Zn-metal
anode
interfaces,
there
few
systematic
summaries
key
role
played
by
situ
characterization
revealing
mechanisms
anodes.
In
this
paper,
main
zinc
interface
discussed.
Then,
application
interfaces
latest
research
progress
summarized
from
aspects.
The
purpose
review
better
understand
development
improvement
interface,
thus
accelerating
production
Finally,
direction
suggested.
Язык: Английский
Strain-Modulated Deposition Mechanism on a Flexible Zinc Anode
ACS Applied Materials & Interfaces,
Год журнала:
2025,
Номер
unknown
Опубликована: Март 12, 2025
Flexible
aqueous
zinc-ion
batteries
(AZIBs)
are
considered
one
of
the
most
attractive
flexible
devices
owing
to
their
high
theoretical
capacity,
low
cost,
and
security.
However,
formation
Zn
dendrites
poor
flexibility
material
greatly
impede
application
wearable
AZIBs.
Herein,
by
transferring
graphene
onto
surface
polyethylene
terephthalate-indium
tin
oxide
(PET-ITO-G),
a
substrate
combining
excellent
dendrite
suppression
ability
was
prepared.
Meanwhile,
quantitative
in
situ
strain
system
proposed
investigate
electrochemical
morphological
characteristics
anode
interface.
The
plating/stripping
performance
Zn|PET-ITO-G
device
demonstrated
under
various
strains.
Subsequent
analysis
indicated
that
origin
its
stability
static
bending
came
from
densely
packed
(101)
upon
cycling.
In
addition,
PET-ITO-G
could
quickly
recover
(002)
after
relieved.
A
failure
model
strain-modulated
deposition
based
on
cracks
distorted
current
distribution.
This
work
identified
main
factors
constrained
long
cycling
life
metal
provided
feasible
approach
for
systematic
study
influence
batteries.
Язык: Английский
Operando characterization of the reversible “Zinc oxide – Zincate – Metallic Zinc” transformations in rechargeable Ni-Zn alkaline batteries
Journal of Power Sources,
Год журнала:
2025,
Номер
641, С. 236842 - 236842
Опубликована: Март 30, 2025
Язык: Английский
A review on in-plane ordered MXenes-based materials in addressing challenges faced by biosensor applications
Journal of Energy Storage,
Год журнала:
2025,
Номер
121, С. 116507 - 116507
Опубликована: Апрель 8, 2025
Язык: Английский
Dendrite-free zinc metal anode for long-life zinc-ion batteries enabled by an artificial hydrophobic-zincophilic coating
Journal of Colloid and Interface Science,
Год журнала:
2024,
Номер
678, С. 1148 - 1157
Опубликована: Сен. 11, 2024
Язык: Английский
Bi‐Functional Agarose‐Filled Porous Polysulfone Protective Layer for Dendrite‐Free Zn Anode
Small,
Год журнала:
2024,
Номер
unknown
Опубликована: Ноя. 3, 2024
Abstract
The
uneven
electric
field
and
slow
Zn
2+
desolvation
lead
to
rapid
dendrite
growth
during
plating
stripping,
which
severely
deteriorates
the
performance
of
metal
anodes
(ZMAs)
in
Zn‐ion
batteries
(ZIBs).
Although
polymer‐based
artificial
protective
(PBAP)
layers
are
widely
applied
homogenize
ZMAs,
they
often
fail
promote
process
that
eventually
induces
growth.
Herein,
a
bi‐functional
layer,
comprising
finger‐like
porous
matrix
polysulfone
(PSF)
hydroxyl‐rich
filler
agarose
(AG),
is
constructed
suppress
COMSOL
simulation
demonstrates
ZMAs
with
(Zn@PSF/AG)
exhibit
uniform
distribution.
Besides,
Zn@PSF/AG
has
both
low
energy
nucleation
overpotential,
effectively
promoting
.
Therefore,
symmetric
cell
exhibits
excellent
cycling
performance,
achieving
4200
h
at
1
mA
cm
−2
/1
mAh
1000
5
/5
When
coupling
x
V
2
O
(ZnVO)
cathode,
ZnVO‖Zn@PSF/AG
full
shows
similarly
high
stability,
maintaining
72%
its
capacity
after
7000
cycles
10
A
g
−1
This
research
highlights
positive
roles
PBAP
layer
multi‐functional
matrix‐filler
structure
developing
long‐life
ZIBs.
Язык: Английский