Coatings,
Journal Year:
2025,
Volume and Issue:
15(5), P. 507 - 507
Published: April 23, 2025
Ultrathin
NiO
films,
ranging
from
1
to
16
monolayers
(ML)
in
thickness,
have
been
stabilized
via
reactive
molecular
beam
epitaxy
on
the
(001)
surface
of
a
metastable
body-centered
cubic
(BCC)
Ni
film.
Low-energy
electron
diffraction
(LEED)
confirms
that
grows
as
crystalline
film,
exposing
surface.
Auger
spectroscopy
(AES)
reveals
slight
oxygen
excess
compared
perfectly
stoichiometric
Scanning
tunneling
microscopy
(STM)
shows
at
low
coverages
film
exhibits
atomically
flat
terraces,
while
higher
coverage
“wedding
cake”
morphology
emerges.
(STS)
thickness-dependent
evolution
electronic
band
gap,
which
increases
0.8
eV
3
ML
3.5
ML.
The
center
gap
is
approximately
0.2
above
Fermi
level,
indicating
p-doped.
The Journal of Physical Chemistry Letters,
Journal Year:
2025,
Volume and Issue:
16(9), P. 2357 - 2368
Published: Feb. 26, 2025
Accurately
controlling
the
interactions
and
dynamic
changes
between
multiple
active
sites
(e.g.,
metals,
vacancies,
lone
pairs
of
heteroatoms)
to
achieve
efficient
catalytic
performance
is
a
key
issue
challenge
in
design
complex
reactions
involving
2D
metal-supported
catalysts,
metal-zeolites,
metal–organic
metalloenzymes.
With
aid
machine
learning
(ML),
descriptors
play
central
role
optimizing
electrochemical
elucidating
essence
activity,
predicting
more
thereby
avoiding
time-consuming
trial-and-error
processes.
Three
kinds
descriptors─active
center
descriptors,
interfacial
reaction
pathway
descriptors─are
crucial
for
understanding
designing
catalysts.
Specifically,
as
sites,
synergize
with
metals
significantly
promote
reduction
energy-relevant
small
molecules.
By
combining
some
physical
interpretable
can
be
constructed
evaluate
performance.
Future
development
ML
models
faces
constructing
vacancies
multicatalysis
systems
rationally
selectivity,
stability
Utilization
generative
artificial
intelligence
multimodal
automatically
extract
would
accelerate
exploration
mechanisms.
The
transferable
from
catalysts
metalloenzymes
provide
innovative
solutions
energy
conversion
environmental
protection.
Advanced Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 19, 2025
Abstract
Recent
advancements
in
alloy
catalysis
have
yield
novel
materials
with
tailored
functionalities.
Among
these,
Cu‐based
single‐atom
(SAA)
catalysts
attracted
significant
attention
catalytic
applications
for
their
unique
electronic
structure
and
geometric
ensemble
effects.
However,
selecting
alloying
atoms
robust
dispersion
stability
on
the
Cu
substrate
is
challenging,
has
mostly
been
practiced
empirically.
The
fundamental
bottleneck
that
microscopic
mechanism
governs
unclear,
a
comprehensive
approach
designing
SAA
systems
simultaneous
high
activity
still
missing.
Here,
combining
theory
experiment,
simple
yet
intuitive
d
‐
p
orbital
matching
discovered
rapid
assessment
of
atomic
SAAs,
exhibiting
its
universality
extensibility
screening
effective
SAAs
across
binary,
ternary
multivariant
systems.
selectivity
newly
designed
demonstrated
prototype
reaction‐acidic
CO
2
electroreduction,
where
all
achieve
single‐carbon
product
exceeding
70%,
Sb
1
reaching
peak
faradaic
efficiency
99.73
±
2.5%
at
200
mA
cm
−2
.
This
work
establishes
design
principles
excellent
selectivity,
will
boost
development
ultrahigh‐performance
advanced
such
as
electrocatalysis.
Advanced Science,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 27, 2025
Operating
within
the
300-500
°C
range,
low-temperature
solid
oxide
fuel
cells
(LT-SOFCs)
enable
efficient
and
sustainable
energy
conversion,
addressing
limitations
of
conventional
high-temperature
SOFCs.
However,
achieving
>0.1
S
cm-1
ionic
conductivity
in
electrolytes
remains
challenging.
Here,
a
novel
approach
utilizing
CuO
self-nucleation
electron-ion
(E-I)
coupling
xCuO/(1-x)
CeO2
(CCO)
semiconductor
membranes
(x
=
0-0.4)
is
presented.
At
optimal
0.2CuO/0.8CeO2
composition,
exceeds
0.15
cm-1,
driven
by
E-I
at
CuO/CeO2
heterojunction.
This
creates
built-in
electric
field
(BIEF)
via
interfacial
charge
transfer,
facilitating
ion
transport
lowering
activation
for
migration.
The
dual-conduction
pathway
enabled
not
only
facilitates
electronic
transfer
but
also
optimizes
kinetics,
exceptional
power
densities
750-900
mW
cm-2
500-550
78
300
°C.
Density
functional
theory
(DFT)
calculations
further
validate
role
Cu2+
Ce4+
valence
states
generating
enhancing
mobility.
innovative
positions
as
state-of-the-art
electrolyte,
building
critical
conductivity-performance
gap
LT-SOFCs.
study
pioneers
LT-SOFC
innovation
leveraging
electrode-electrolyte
synergy,
unlocking
superior
practical
applicability.
Science,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 3, 2025
Single-atom
site
catalysts
can
improve
the
rates
and
selectivity
of
many
catalytic
reactions.
We
have
modified
Pt
1
/CeO
2
single
sites
by
combining
them
with
molecular
groups
oxygen
vacancies
support.
The
new
include
hydrided
(Pt
2+
-Ce
3+
H
δ
)
hydroxylated
OH)
that
exhibit
higher
reactivity
to
previous
for
several
reactions,
including
a
ninefold
increase
in
reaction
rate
carbon
monoxide
(CO)
oxidation,
2.3-fold
improvement
propylene
oxidative
dehydrogenation
propane.
atomic
structure
steps
these
were
determined
situ
ex
spectroscopy
techniques
theoretical
methods.
Advanced Materials,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 14, 2025
Abstract
Prussian
blue
analogs
(PBAs)
are
exemplary
precursors
for
the
synthesis
of
a
diverse
array
derivatives.Yet,
intricate
mechanisms
underlying
phase
transitions
in
these
multifaceted
frameworks
remain
formidable
challenge.
In
this
study,
machine
learning‐guided
analysis
medium‐entropy
PBA
system
is
delineated,
utilizing
an
descriptors
that
encompass
crystallographic
phases,
structural
subtleties,
and
fluctuations
multimetal
valence
states.
By
integrating
multimodal
simulations
with
experimental
validation,
thermodynamics‐driven
transformation
model
established
accurately
predicted
critical
parameters.
A
constellation
advanced
techniques—including
atomic
force
microscopy
coupled
Kelvin
probe
individual
nanoparticles,
X‐ray
absorption
spectroscopy,
operando
ultraviolet‐visible
situ
diffraction,
theoretical
calculations,
multiphysics
simulations—substantiated
iron
oxide@NiCoZnFe‐PBA
exhibits
both
exceptional
stability
remarkable
electrochemical
activity.
This
investigation
provides
profound
insights
into
transition
dynamics
polymetallic
complexes
propels
rational
design
other
thermally‐induced
derivatives.