The Journal of Physical Chemistry Letters,
Journal Year:
2024,
Volume and Issue:
16(1), P. 209 - 214
Published: Dec. 23, 2024
Alkali
element
doping
has
significant
physical
implications
for
two-dimensional
materials,
primarily
by
tuning
the
electronic
structure
and
carrier
concentration.
It
can
enhance
interface
interactions,
providing
opportunities
effective
charge
transfer
at
metal–organic
interfaces.
In
this
work,
we
investigated
effects
of
gradually
increasing
level
K
on
lattice
properties
an
organometallic
coordinated
Kagome
a
Ag(111)
surface.
With
introduction
dopants
into
4-fold
N–Ag
lattice,
highly
periodic
tends
to
become
discrete.
Combining
synchrotron
radiation
photoemission
spectroscopy,
scanning
tunneling
microscopy/spectroscopy,
density
functional
theory
calculations,
revealed
mechanism
structural
transformation
i.e.,
change
in
thermodynamically
favored
structures
caused
competition
electron
donors.
As
donor
with
lower
ionization
energy,
adatoms
tend
replace
Ag
form
more
stable
N–K
coordination
structure.
Moreover,
enhanced
from
induced
rigid
shift
Fermi
level.
Our
investigation
provides
new
insights
study
alkali-doped
nanostructures.
Nano Letters,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 13, 2025
The
mechanical
coupling
between
molecules
represents
a
promising
route
for
the
development
of
molecular
machines.
Constructing
gears
requires
easily
rotatable
and
mutually
interlocked
pinions.
Using
scanning
tunneling
microscopy
(STM),
it
is
demonstrated
that
aluminum
phthalocyanine
(AlPc)
on
Pb(100)
exhibit
these
properties.
Unlike
other
phthalocyanines
this
substrate,
isolated
AlPc
fluctuate
two
azimuthal
orientations.
Density
functional
theory
(DFT)
calculations
confirm
stable
orientations
single
indicate
relatively
low
rotation
barrier.
In
STM-constructed
dimers
trimers,
fluctuations
diminish,
various
are
stabilized.
Induced
collective
all
in
trimers
observed,
demonstrating
their
interlocking.
Potential
functions
describing
angle
distance
dependencies
intermolecular
molecule–substrate
interactions
derived
from
DFT
dimers;
52
experimentally
determined
trimer
geometries
reproduced
using
potentials.
This
intuitive
approach
may
prove
to
be
useful
modeling
larger
structures
beyond
scope
quantum
descriptions.
National Science Review,
Journal Year:
2024,
Volume and Issue:
11(9)
Published: Aug. 2, 2024
Physical
science
has
undergone
an
evolutional
transition
in
research
focus
from
solid
bulks
to
surfaces,
culminating
numerous
prominent
achievements.
Currently,
it
is
experiencing
a
new
exploratory
phase-interfacial
science.
Many
technology
with
tremendous
impact
closely
associated
functional
interface
which
delineates
the
boundary
between
disparate
materials
or
phases,
evokes
complexities
that
surpass
its
pristine
comprising
and
thereby
unveils
plethora
of
distinctive
properties.
Such
may
generate
completely
significantly
enhanced
These
specific
properties
are
related
interfacial
states
formed
at
interfaces.
Therefore,
establishing
quantitative
relationship
their
functionalities
become
key
scientific
issue
However,
also
faces
several
challenges
such
as
invisibility
characterization,
inaccuracy
calculation,
difficulty
precise
construction.
To
tackle
these
challenges,
people
must
develop
strategies
for
detection,
accurate
computation,
meticulous
construction
anticipated
provide
comprehensive
toolbox
tailored
future
explorations
lay
foundation
technologies.
The Journal of Physical Chemistry C,
Journal Year:
2025,
Volume and Issue:
129(9), P. 4434 - 4442
Published: Feb. 24, 2025
The
self-assembly
of
small
organic
molecules
on
metal
surfaces
presents
a
promising
approach
for
fabricating
numerous
functional
nanostructures.
However,
the
diversity
precursor
and
large-scale
process
pose
challenge
investigating
molecular
via
scanning
tunneling
microscopy
(STM)
techniques
density
theory
(DFT)
calculations.
We
propose
data-driven
random
forest
classification
(RFC)
algorithm
to
predict
behavior
various
surfaces.
Taking
nucleobases
their
derivatives
as
representatives,
we
have
constructed
data
set
consisting
both
experimental
STM
characterizations
DFT
RFC
model
is
well-trained
with
13
features
shows
desirable
prediction
determining
arrangement
identifying
self-assembled
structures.
importance
these
in
predicting
targets
are
analyzed
based
model.
To
validate
our
model,
three
new
that
not
involved
training
predicted
Au
Cu
surfaces,
which
agrees
well
observations.
Our
strategy
provides
essential
insights
into
understanding
origin
aids
rational
design
targeted
nanostructure.
The Journal of Physical Chemistry C,
Journal Year:
2025,
Volume and Issue:
129(9), P. 4695 - 4700
Published: Feb. 26, 2025
The
picene
molecules
grown
on
a
Pb(111)
substrate
have
been
investigated
by
low-temperature
scanning
tunneling
microscopy.
Picene
present
selective
adsorption
at
low
coverage
due
to
the
quantum
size
effect
of
film.
lattice
exhibits
chiral
switching
and
rotation
induced
electric
field.
When
increasing
coverage,
two
crystalline
phases,
(110)-like
(211̅)
found
in
monolayer
regime.
Our
results
provide
new
choices
ideas
for
preparing
organic
electronic
devices.
Advanced Materials Interfaces,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 3, 2025
Abstract
Lanthanide
double‐decker
phthalocyanine
(LnPc
2
)
complexes
are
highly
coveted
for
their
prospective
uses
in
ultrahigh‐density
data
storage
and
quantum
computing.
Notably,
the
spin
systems
comprising
these
superconducting
substrates
exhibit
unique
magnetic
interactions.
Through
scanning
tunneling
microscopy
(STM)
spectroscopy
(STS)
experiments,
interaction
between
DyPc
molecules
Pb(111)
substrate
is
investigated.
Three
distinct
adsorption
patterns
of
on
experimentally
observed.
Combined
with
DFT
calculations,
it
found
that
ligand
normal
self‐assembled
monolayer
(SAM)
quenched,
which
attributed
to
strong
charge
transfer
from
Pb(111).
However,
special
embedded
SAM
maintain
due
weak
transfer,
forming
a
complex
system
substrate.
Similarly,
located
second
layer
same
behavior.
Under
zero
field,
Yu–Shiba–Rusinov
(YSR)
resonances
observed
within
energy
gap
both
systems.
The
Kondo
resonance
pairing
occur
at
similar
scales,
indicating
coexistence
competition.
This
ultimately
results
Kondo‐screened
state.
By
controlling
sample
bias,
molecule
can
be
switched
molecule.
Small Methods,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 23, 2025
Abstract
Lignocellulose
biomass,
Earth's
most
abundant
renewable
resource,
is
crucial
for
sustainable
production
of
high–value
chemicals
and
bioengineered
materials,
especially
energy
storage.
Efficient
pretreatment
vital
to
boost
lignocellulose
conversion
bioenergy
biomaterials,
cut
costs,
broaden
its
energy–sector
applications.
Machine
learning
(ML)
has
become
a
key
tool
in
this
field,
optimizing
processes,
improving
decision‐making,
driving
innovation
valorization
This
review
explores
main
strategies
–
physical,
chemical,
physicochemical,
biological,
integrated
methods
evaluating
their
pros
cons
It
also
stresses
ML's
role
refining
these
supported
by
case
studies
showing
effectiveness.
The
examines
challenges
opportunities
integrating
ML
into
storage,
underlining
pretreatment's
importance
unlocking
lignocellulose's
full
potential.
By
blending
process
knowledge
with
advanced
computational
techniques,
work
aims
spur
progress
toward
sustainable,
circular
bioeconomy,
particularly
storage
solutions.
ACS Nano,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 14, 2025
Tin
phthalocyanine
(SnPc)
has
been
studied
on
superconducting
Pb(100)
using
scanning
tunneling
microscopy
and
spectroscopy.
Isolated
molecules
adsorb
with
their
Sn
ion
below
(SnPc↓)
or
above
(SnPc↑)
the
molecular
plane.
These
geometries
lead
to
different
adsorption
sites,
orientations,
energies
of
frontier
orbitals.
A
transition
from
SnPc↑
SnPc↓
can
be
induced
by
extracting
electrons
a
single
molecule.
Density
functional
theory
(DFT)
calculations
reproduce
observed
indicate
that
positive
charge
facilitates
↑–↓
transition.
The
orientations
are
essentially
determined
σ-orbitals
peripheral
N
atoms
exhibit
minimum
distances
lone
pairs
nearest
Pb
substrate
atoms.
This
binding
scheme,
which
implies
direct
relationship
between
site
orientation,
is
consistent
many
previous
observations
other
substrates.
In
islands,
forced
onto
less
favorable
sites.
leads
strong
Yu–Shiba–Rusinov
state
at
top
sites
revealing
an
spin.
Similarly,
spin
hollow
quenched
conversion
SnPc↓.
calculated
lowest
unoccupied
orbital
these
spin-state
transitions.
The Journal of Physical Chemistry Letters,
Journal Year:
2025,
Volume and Issue:
unknown, P. 3034 - 3038
Published: March 17, 2025
We
report
the
self-assembly
behaviors
of
two
triptycenes
(Trip-1
and
Trip-2)
on
metal
surfaces
without
with
an
iodine
passivation
interlayer
by
combining
scanning
tunneling
microscopy
(STM)
density
functional
theory
(DFT)
studies.
On
Ag(111)
surface,
Trip-1
molecules
form
islands
through
intermolecular
aldehyde–aldehyde
hydrogen
bonding
π–π
stacking
benzene
rings.
In
contrast,
Trip-2
lie
flat
dispersed
surface.
The
introduction
can
break
ordered
assembly
Trip-1.
will
be
mixed
in
a
disorderly
manner.
iodine-passivated
long
chains
bonding.
automatically
separated,
forming
self-assembled
binary
monolayer.
These
results
show
that
interface
adjust
mixture
separation
structurally
analogous
triptycenes.
ACS Nano,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 18, 2025
We
report
atomic-scale
gating
and
visualization
of
local
charge
distribution
within
individual
rare-earth-based
molecular
complexes
on
a
metallic
surface.
The
are
formed
by
positively
charged
lanthanum
ion
coordinated
to
(pcam)3
molecule
negatively
counterion
trapped
underneath
via
electrostatic
interactions
Au(111)
Local
is
performed
adding
an
additional
one
side
the
complex,
which
results
in
redistribution
charges
complex
positive
shift
frontier
orbitals.
This
caused
internal
Stark
effect
induced
added
counterion.
directly
captured
using
tunneling
spectroscopy
spectroscopic
mapping
at
5
K
substrate
temperature.
polarizability
corroborated
density
functional
theory
analytical
calculations
based
experimental
findings.
Furthermore,
influence
polarization
nearby
investigated
cluster
purposely
assembled
three
complexes,
reveals
maintaining
states
as
single
complexes.
These
findings
will
enable
design
robust
rare-earth
be
tailored
for
potential
solid-state
applications.