Nature Communications,
Journal Year:
2024,
Volume and Issue:
15(1)
Published: Aug. 26, 2024
Controlling
the
precise
growth
of
atoms
is
necessary
to
achieve
manipulation
atomic
composition
and
position,
regulation
electronic
structure,
an
understanding
reactions
at
level.
Herein,
we
report
a
facile
method
for
ordered
anchoring
zero-valent
platinum
manganese
with
single-atom
thickness
on
graphdiyne
under
mild
conditions.
Due
strong
incomplete
charge
transfer
between
metal
atoms,
formation
clusters
nanoparticles
can
be
inhibited.
The
size,
structure
bimetallic
nanoplates
are
precisely
controlled
by
natural
structure-limiting
effect
graphdiyne.
Experimental
characterization
clearly
demonstrates
such
fine
control
process.
Electrochemical
measurements
show
that
active
site
platinum-manganese
interface
guarantees
high
catalytic
activity
selectivity
(~100%)
alkene-to-diol
conversion.
This
work
lays
solid
foundation
obtaining
high-performance
nanomaterials
engineering
site.
reports
growing
highly
Pt
Mn
single
layers
fully
activates
loaded
results
in
electrocatalytic
conversion
Journal of Materials Informatics,
Journal Year:
2025,
Volume and Issue:
5(1)
Published: Feb. 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.
ACS Nano,
Journal Year:
2023,
Volume and Issue:
17(21), P. 20734 - 20752
Published: Oct. 27, 2023
The
creation
and
development
of
carbon
nanomaterials
promoted
material
science
significantly.
Bottom-up
synthesis
has
emerged
as
an
efficient
strategy
to
synthesize
atomically
precise
nanomaterials,
namely,
molecular
carbons,
with
various
sizes
topologies.
Different
from
the
properties
feasibly
obtained
mixture
numerous
single-component
carbons
have
been
discovered
owing
their
well-defined
structures
well
potential
applications
in
fields.
This
Perspective
introduces
recent
advances
derived
fullerene,
graphene,
nanotube,
carbyne,
graphyne,
Schwarzite
acquired
different
strategies.
By
selecting
a
variety
representative
examples,
we
elaborate
on
relationship
between
nanomaterials.
We
hope
these
multiple
points
view
presented
may
facilitate
further
advancement
this
field.
Small,
Journal Year:
2023,
Volume and Issue:
20(21)
Published: Dec. 15, 2023
Abstract
Keratitis,
an
inflammation
of
the
cornea
caused
by
bacterial
or
fungal
infections,
is
one
leading
causes
severe
visual
disability
and
blindness.
Keratitis
treatment
requires
both
prevention
infection
reduction
inflammation.
However,
owing
to
their
limited
therapeutic
functions,
in
addition
ocular
barrier,
existing
conventional
medications
are
characterized
poor
efficacy
low
bioavailability,
requiring
high
dosages
frequent
topical
treatment,
which
represents
a
burden
on
patients
increases
risk
side
effects.
In
this
study,
manganese
oxide
nanocluster‐decorated
graphdiyne
nanosheets
(MnO
x
/GDY)
developed
as
multienzyme‐like
nanozymes
for
infectious
keratitis
loaded
into
hyaluronic
acid
polymethyl
methacrylate‐based
microneedles
(MGMN).
MGMN
not
only
exhibits
antimicrobial
anti‐inflammatory
effects
its
activities,
including
oxidase,
peroxidase,
catalase,
superoxide
dismutase
mimics
but
also
crosses
barrier
shows
increased
bioavailability
via
microneedle
system.
Moreover,
demonstrated
eliminate
pathogens,
prevent
biofilm
formation,
reduce
inflammation,
alleviate
hypoxia,
promote
repair
corneal
epithelial
damage
vitro,
ex
vivo,
vivo
experiments,
thus
providing
better
effect
than
commercial
ophthalmic
voriconazole,
with
no
obvious
microbial
resistance
cytotoxicity.
Advanced Materials,
Journal Year:
2023,
Volume and Issue:
36(9)
Published: Nov. 4, 2023
Abstract
Here,
a
strategy
to
strengthen
d–p
orbital
hybridization
by
fabricating
π
backbonding
in
the
catalyst
for
efficient
lithium
polysulfides
(LiPSs)
conversion
is
reported.
A
special
interface
structure
of
RuO
x
quantum
dots
(QDs)
anchored
on
graphdiyne
(GDY)
nanoboxes
(RuO
QDs/GDY)
prepared
enable
strong
Ru‐to‐alkyne
backdonation,
which
effectively
regulates
d‐electron
structures
Ru
centers
promote
between
and
LiPSs
significantly
boosts
catalytic
performance
QDs/GDY.
The
affinity
with
Li
ions
fast
Li‐ion
diffusion
QDs/GDY
also
ultrastable
metal
anodes.
Thus,
S@RuO
cathodes
exhibit
excellent
cycling
under
harsh
conditions,
Li@RuO
anodes
show
an
ultralong
life
over
8800
h
without
dendrite
growth.
Lithium‐sulfur
(Li–S)
full
cells
can
deliver
impressive
areal
capacity
17.8
mA
cm
−2
good
stability
practical
conditions
low
negative‐to‐positive
electrode
(N/P)
ratio
(N/P
=
1.4),
lean
electrolyte
(E/S
3
µL
mg
−1
),
high
S
mass
loading
(15.4
).
Advanced Materials,
Journal Year:
2023,
Volume and Issue:
35(47)
Published: Aug. 11, 2023
To
achieve
the
high-performance
of
lithium-ion
battery,
optimization
electrode
materials
has
generally
been
considered
as
one
important
methods.
But
most
those
works
pay
attention
to
new
preparation
or
interface
modification
rather
than
structural
innovation.
Here,
an
advanced
(GDY/BP/GDY-E)
with
multilevel
layered
architecture
constructed
by
planar
building
blocks
stacking
structure
designed
and
fabricated
explore
design
electrode.
This
is
assembled
graphdiyne
(GDY)
black
phosphorus
(BP)
in
parallel
form
a
block
(GDY/BP/GDY).
The
electric
fields
between
two
GDY
sides
contribute
superior
migration
dynamics
lithium
ions
desirable
pseudocapacitance
behavior.
Meanwhile,
GDY/BP/GDY
can
efficiently
inhibit
volume
expansion
BP
series
parasitic
reactions
electrolytes
during
long-term
cycling.
GDY/BP/GDY-E
exhibits
excellent
high-rate
performance
(1418.8
mAh
g-1
at
0.1
A
)
cycling
stability
(391.7
after
5000
cycles
10
).
Such
shows
way
develop
electrodes.
Angewandte Chemie International Edition,
Journal Year:
2023,
Volume and Issue:
62(41)
Published: Aug. 29, 2023
Selective
hydrogenation
of
olefins
with
water
as
the
hydrogen
source
at
ambient
conditions
is
still
a
big
challenge
in
field
catalysis.
Herein,
electrocatalytic
purely
aliphatic
and
functionalized
was
achieved
by
using
graphdiyne
based
copper
oxide
quantum
dots
(Cux
O/GDY)
cathodic
electrodes
source,
high
activity
selectivity
aqueous
solution
current
density
under
temperature
pressure.
In
particular,
sp-/sp2
-hybridized
catalyst
allows
selective
cis-trans
isomeric
olefins.
The
chemical
electronic
structure
GDY
results
incomplete
charge
transfer
between
Cu
atoms
to
optimize
adsorption/desorption
reaction
intermediates
for
reactions.
Advanced Functional Materials,
Journal Year:
2023,
Volume and Issue:
33(50)
Published: Sept. 5, 2023
Abstract
Layered
guest
carbon
materials
could
induce
interlayer
engineering,
especially
in
regulating
the
structure
and
electronic
properties
of
hosts,
leading
to
high
performance
Li‐ion
batteries
(LIBs).
Here,
crystalline
graphdiyne
oxide
(GDYO)
is
successfully
inserted
into
MoS
2
gallery
via
electrostatic
self‐assembly.
Experimental
theoretical
data
show
that
GDYO‐embedding
induces
engineering
causing
(i)
enlarged
distance
(supplying
additional
diffusion
channels
storage
sites
mitigating
volume
change),
(ii)
creating
interfacial
electric
fields
(significantly
improving
transport
kinetics),
(iii)
limiting
electrochemical
products
Mo
soluble
lithium
polysulfide
(MoS
regeneration),
(iv)
regulation
current
density
distribution
during
reaction
(uniform
Li
plating).
Moreover,
through
systematic
ex
situ
investigations,
triple‐mechanism
thoroughly
elucidated
heterostructure,
emphasizing
positive
effects
GDYO
intercalation
on
as
well
phase
conversion
processes.
Such
a
/GDYO
anode
exhibits
reversible
capacity
(≈652.6
mAh
g
−1
at
2.0
A
)
superior
cyclic
stability
655.1
after
1000
cycles.
GDYO‐induced
based
host–guest
chemistry
can
provide
new
ideas
for
designing
effective
heterostructures
high‐performance
energy
systems.
Angewandte Chemie International Edition,
Journal Year:
2023,
Volume and Issue:
62(38)
Published: July 25, 2023
In
situ
polymerization
of
liquid
electrolytes
is
currently
the
most
feasible
way
for
constructing
solid-state
batteries,
which,
however,
affected
by
various
interfering
factors
reactions
and
so
electrochemical
performance
cells.
To
disclose
effects
from
conditions,
two
types
generally
used
in
polymerizing
ring-opening
(ROP)
double
bond
radical
(DBRP)
were
investigated
on
aspects
monomer
conversion
properties
(Li+
-conductivity
interfacial
stability).
The
ROP
generated
poly-ester
poly-carbonate
show
a
high
≈90
%,
but
suffer
poor
Li+
lower
than
2×10-5
S
cm-1
at
room
temperature
(RT).
Additionally,
terminal
alkoxy
anion
derived
not
resistant
to
high-voltage
cathodes.
While,
DBRP
produced
poly-VEC(vinyl
ethylene
carbonate)
poly-VC(vinylene
conversions
50-80
delivering
relatively
higher
-conductivities
2×10-4
RT.
Compared
four
monomers,
VEC-based
F-containing
copolymer
possesses
advantages
antioxidant
capacity,
which
also
shows
simultaneous
stability
towards
Li-metal
with
help
LiF-based
passivating
layer,
allowing
long-term
stable
cycling
quasi
Angewandte Chemie International Edition,
Journal Year:
2024,
Volume and Issue:
63(9)
Published: Jan. 9, 2024
Abstract
The
manufacture
of
nitric
acid
(HNO
3
)
consumes
large
amounts
energy
and
causes
serious
environmental
pollution.
Electrochemical
synthesis
is
regarded
as
a
key
way
to
eliminate
carbon
emissions
from
the
chemicals
industry.
selective
electrosynthesis
HNO
nitrogen
was
achieved
by
controllable
assembly
cobalt
metal
on
graphdiyne
surface
using
powerful
tool
electrochemistry
at
ambient
conditions.
As
an
advanced
material,
(GDY)
has
conjugated
structure
its
rich
in
sp‐C
triple
bond
skeleton,
which
can
achieve
strong
interaction
with
atoms,
resulting
incomplete
charge
transfer
between
atoms.
experimental
theoretical
calculation
results
show
that
highly
oxidized
(HOCo/GDY)
selectively
efficiently
activate
convert
into
intermediate
*NO,
promotes
efficient
overall
conversion
performance
acid.
Thus,
highest
yield
(192.0
μg
h
−1
mg
Faradaic
efficiency
(21.5
%)
were
low
potentials.