C-N
coupling
is
crucial
for
constructing
amides
and
amines
involves
various
fields,
including
medicine,
chemical
industries,
agriculture,
energy.
With
the
rapid
development
of
electrocatalytic
continuous
improvement
catalytic
performance,
this
field
has
aroused
extensive
research
interest.
A
comprehensive
review
urgently
needed
to
summarize
structure-activity
relationship,
key
challenges,
future
directions.
This
provides
a
concise
overview
recent
advancements
from
nanocatalysis
single
metal
site
catalysis
reactions.
We
mechanisms
using
different
nitrogen
sources
further
analyze
influences
active
centers
coordination
environments
on
thereby
elucidating
relationship.
Moreover,
we
discuss
dynamic
structural
evolution
sites
during
reaction.
Finally,
present
current
challenges
perspectives
in
field.
aims
provide
valuable
insights
into
advanced
nano/single
catalysts
reactions
along
with
deeper
understanding
mechanisms.
Advanced Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 15, 2025
Abstract
Oxygen
evolution
reaction
(OER)
is
a
cornerstone
of
various
electrochemical
energy
conversion
and
storage
systems,
including
water
splitting,
CO
2
/N
reduction,
reversible
fuel
cells,
rechargeable
metal‐air
batteries.
OER
typically
proceeds
through
three
primary
mechanisms:
adsorbate
mechanism
(AEM),
lattice
oxygen
oxidation
(LOM),
oxide
path
(OPM).
Unlike
AEM
LOM,
the
OPM
via
direct
oxygen–oxygen
radical
coupling
that
can
bypass
linear
scaling
relationships
intermediates
in
avoid
catalyst
structural
collapse
thereby
enabling
enhanced
catalytic
activity
stability.
Despite
its
unique
advantage,
electrocatalysts
drive
remain
nascent
are
increasingly
recognized
as
critical.
This
review
discusses
recent
advances
OPM‐based
electrocatalysts.
It
starts
by
analyzing
mechanisms
guide
design
Then,
several
types
novel
materials,
atomic
ensembles,
metal
oxides,
perovskite
molecular
complexes,
highlighted.
Afterward,
operando
characterization
techniques
used
to
monitor
dynamic
active
sites
examined.
The
concludes
discussing
research
directions
advance
toward
practical
applications.
Advanced Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 19, 2025
Abstract
The
electrocatalytic
synthesis
of
multicarbon
compounds
from
CO
2
is
a
promising
method
for
storing
renewable
electricity
and
addressing
global
issues.
Single‐atom
catalysts
are
candidates
reduction,
but
producing
high‐value
(C
2+
)
products
using
single‐atom
structure
remains
significant
challenge.
In
this
study,
fluorine
doping
strategy
proposed
to
facilitate
the
reconstruction
isolated
Cu
atoms,
promoting
generation.
in
situ
formed
nanocrystals
contain
substantial
amount
stable
+
species,
demonstrating
remarkable
activity
−to‐multicarbon
conversion.
Notably,
they
achieve
highest
utilization,
with
C
partial
current
density
−2.01
A
mg
per
−1
formation
rate
7.03
mmol
h
at
≈−1
V
versus
RHE.
Raman
spectroscopy
functional
theory
calculations
confirm
crucial
role
atoms
structural
evolution
electrolysis.
Advanced Functional Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 10, 2025
Abstract
Electrochemical
converting
CO
2
to
via
single
atom
catalyst
is
an
effective
strategy
for
reducing
concentration
in
the
atmosphere
and
achieving
a
carbon‐neutral
cycle.
However,
relatively
low
industrial
processes
large
energy
barriers
activating
severely
obstruct
actual
application.
Reasonably
modulating
coordination
shell
of
active
center
enhance
activity
catalysts.
Herein,
well‐designed
single‐atom
electrocatalyst
Ni‐N
3
S
1
developed
large‐scale
synthesis
strategy.
The
constructed
S‐C
exhibits
superior
catalytic
than
4
‐C
conversion
H‐type
cells,
industrial‐level
current
density
with
excellent
durability
at
wide
pH
range
can
be
achieved
gas‐diffusion
flow
cells.
Experimental
results
functional
theory
(DFT)
calculation
demonstrate
that
introducing
electronegative
significantly
regulate
electronic
structure
site,
promoting
adsorption
capacity
decreasing
barrier
*COOH
formation,
thus
larger
size
flexibility
sulfur
mitigate
nickel
agglomeration
stability
catalyst.
This
work
provides
designing
highly
catalysts
electrocatalysis
reactive
sites.
Journal of Materials Informatics,
Год журнала:
2025,
Номер
5(1)
Опубликована: Фев. 12, 2025
Single-atom
catalysts
(SACs)
have
emerged
as
a
research
frontier
in
catalytic
materials,
distinguished
by
their
unique
atom-level
dispersion,
which
significantly
enhances
activity,
selectivity,
and
stability.
SACs
demonstrate
substantial
promise
electrocatalysis
applications,
such
fuel
cells,
CO2
reduction,
hydrogen
production,
due
to
ability
maximize
utilization
of
active
sites.
However,
the
development
efficient
stable
involves
intricate
design
screening
processes.
In
this
work,
artificial
intelligence
(AI),
particularly
machine
learning
(ML)
neural
networks
(NNs),
offers
powerful
tools
for
accelerating
discovery
optimization
SACs.
This
review
systematically
discusses
application
AI
technologies
through
four
key
stages:
(1)
Density
functional
theory
(DFT)
ab
initio
molecular
dynamics
(AIMD)
simulations:
DFT
AIMD
are
used
investigate
mechanisms,
with
high-throughput
applications
expanding
accessible
datasets;
(2)
Regression
models:
ML
regression
models
identify
features
that
influence
performance,
streamlining
selection
promising
materials;
(3)
NNs:
NNs
expedite
known
structural
models,
facilitating
rapid
assessment
potential;
(4)
Generative
adversarial
(GANs):
GANs
enable
prediction
novel
high-performance
tailored
specific
requirements.
work
provides
comprehensive
overview
current
status
insights
recommendations
future
advancements
field.
Advanced Functional Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Март 3, 2025
Abstract
Fe
single‐atom
on
N‐doped
carbon
(FeN‐C)
catalysts
emerge
as
promising
alternatives
to
commercial
Pt/C
for
the
oxygen
reduction
reaction.
Heterogeneous
atom
doping
is
proposed
be
effective
modulating
catalyst
performance.
Despite
this,
relationship
between
fine
coordination
structure
of
doped
atoms
and
catalytic
activity
central
metal
site
remains
poorly
understood.
Herein,
with
S
in
either
first
shell
(FeSN–C)
or
second
(FeN–SC)
active
are
synthesized
compare
effects
different
structure.
FeN–SC
exhibits
prominent
performance
a
half‐wave
potential
0.92
V
rotating
disk
electrode
peak
power
density
251
mW
cm
−2
zinc–air
battery.
Theoretical
studies
reveal
that
effectively
modulates
electronic
charge
transfer
at
center.
Compared
directly
coordinated
within
shell,
located
more
optimizing
adsorption
desorption
energy
barriers
oxygen‐containing
intermediates
sites.
This
study
provides
new
strategy
adjust
by
engineering
multilayer
center
catalyst.
Advanced Materials,
Год журнала:
2024,
Номер
unknown
Опубликована: Окт. 24, 2024
Abstract
Hydrogen
peroxide
(H
2
O
)
is
a
high‐value
chemical
widely
used
in
electronics,
textiles,
paper
bleaching,
medical
disinfection,
and
wastewater
treatment.
Traditional
production
methods,
such
as
the
anthraquinone
oxidation
process
direct
synthesis,
require
high
energy
consumption,
involve
risks
from
toxic
substances
explosions.
Researchers
are
now
exploring
photochemical,
electrochemical,
photoelectrochemical
synthesis
methods
to
reduce
use
pollution.
This
review
focuses
on
2‐electron
oxygen
reduction
reaction
(2e
−
ORR)
for
electrochemical
of
H
2,
discusses
how
catalyst
active
sites
influence
adsorption.
Strategies
enhance
selectivity
by
regulating
these
presented.
Catalysts
strong
adsorption
initiate
reactions
weak
*OOH
promote
formation.
The
also
covers
advances
single‐atom
catalysts
(SACs),
multi‐metal‐based
catalysts,
highlights
non‐noble
metal
oxides,
especially
perovskite
their
versatile
structures
potential
2e
ORR.
localized
surface
plasmon
resonance
(LSPR)
effects
performance
discussed.
In
conclusion,
emphasis
placed
optimizing
through
theoretical
experimental
achieve
efficient
selective
production,
aiming
sustainable
commercial
applications.
Advanced Materials,
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 14, 2025
Abstract
Single‐atom
site
electrocatalysts
(SACs),
with
maximum
atom
efficiency,
fine‐tuned
coordination
structure,
and
exceptional
reactivity
toward
catalysis,
energy,
environmental
purification,
have
become
the
emerging
frontier
in
recent
decade.
Along
significant
breakthroughs
activity
selectivity,
limited
stability
durability
of
SACs
are
often
underemphasized,
posing
a
grand
challenge
meeting
practical
requirements.
One
pivotal
obstacle
to
construction
highly
stable
is
heavy
reliance
on
empirical
rather
than
rational
design
methods.
A
comprehensive
review
urgently
needed
offer
concise
overview
progress
stability/durability,
encompassing
both
deactivation
mechanism
mitigation
strategies.
Herein,
this
first
critically
summarizes
degradation
induction
factors
at
atomic‐,
meso‐
nanoscale,
mainly
based
but
not
oxygen
reduction
reaction.
Subsequently,
potential
stability/durability
improvement
strategies
by
tuning
catalyst
composition,
morphology
surface
delineated,
including
robust
substrate
metal‐support
interaction,
optimization
active
stability,
fabrication
porosity
modification.
Finally,
challenges
prospects
for
discussed.
This
facilitates
fundamental
understanding
provides
efficient
principles
aimed
overcoming
difficulties
beyond.