Current Status of the MB-pol Data-Driven Many-Body Potential for Predictive Simulations of Water Across Different Phases
Journal of Chemical Theory and Computation,
Год журнала:
2024,
Номер
20(21), С. 9269 - 9289
Опубликована: Окт. 14, 2024
Developing
a
molecular-level
understanding
of
the
properties
water
is
central
to
numerous
scientific
and
technological
applications.
However,
accurately
modeling
through
computer
simulations
has
been
significant
challenge
due
complex
nature
hydrogen-bonding
network
that
molecules
form
under
different
thermodynamic
conditions.
This
complexity
led
over
five
decades
research
many
attempts.
The
introduction
MB-pol
data-driven
many-body
potential
energy
function
marked
advancement
toward
universal
molecular
model
capable
predicting
structural,
thermodynamic,
dynamical,
spectroscopic
across
all
phases.
By
integrating
physics-based
(i.e.,
machine-learned)
components,
which
correctly
capture
delicate
balance
among
interactions,
achieves
chemical
accuracy,
enabling
realistic
water,
from
gas-phase
clusters
liquid
ice.
In
this
review,
we
present
comprehensive
overview
formalism
adopted
by
MB-pol,
highlight
main
results
predictions
made
with
date,
discuss
prospects
for
future
extensions
potentials
generic
reactive
systems.
Язык: Английский
Completely Multipolar Model for Many-Body Water–Ion and Ion–Ion Interactions
The Journal of Physical Chemistry Letters,
Год журнала:
2025,
Номер
unknown, С. 975 - 984
Опубликована: Янв. 21, 2025
This
work
constructs
an
advanced
force
field,
the
Completely
Multipolar
Model
(CMM),
to
quantitatively
reproduce
each
term
of
energy
decomposition
analysis
(EDA)
for
aqueous
solvated
alkali
metal
cations
and
halide
anions
their
ion
pairings.
We
find
that
all
individual
EDA
terms
remain
well-approximated
in
CMM
ion–water
ion–ion
interactions,
except
polarization,
which
shows
errors
due
partial
covalency
interactions
near
equilibrium.
quantify
onset
dative
bonding
regime
by
examining
change
molecular
polarizability
Mayer
bond
indices
as
a
function
distance,
showing
manifests
breaking
symmetry
atomic
polarizabilities
while
strongly
damping
them
at
short-range.
motivates
environment-dependent
parameter
depends
on
strength
local
electric
field
experienced
ions
account
strong
damping,
with
anisotropy
introduced
multipoles.
The
resulting
model
provides
accurate
dimer
surfaces
three-body
polarization
charge
transfer
compared
EDA,
excellent
performance
various
benchmarks
including
vibrational
frequencies
cluster
geometries.
Язык: Английский
MBX V1.2: Accelerating Data-Driven Many-Body Molecular Dynamics Simulations
Journal of Chemical Theory and Computation,
Год журнала:
2025,
Номер
unknown
Опубликована: Фев. 14, 2025
The
MBX
software
provides
an
advanced
platform
for
molecular
dynamics
simulations,
leveraging
state-of-the-art
MB-pol
and
MB-nrg
data-driven
many-body
potential
energy
functions.
Developed
over
the
past
decade,
these
functions
integrate
physics-based
machine-learned
terms
trained
on
electronic
structure
data
calculated
at
"gold
standard"
coupled-cluster
level
of
theory.
Recent
advancements
in
have
focused
optimizing
its
performance,
resulting
release
v1.2.
While
inherently
nature
ensures
high
accuracy,
it
poses
computational
challenges.
v1.2
addresses
challenges
with
significant
performance
improvements,
including
enhanced
parallelism
that
fully
harnesses
power
modern
multicore
CPUs.
These
enable
simulations
nanosecond
time
scales
condensed-phase
systems,
significantly
expanding
scope
high-accuracy,
predictive
complex
systems
powered
by
Язык: Английский
Plasmon enhanced Oxygen Evolution Reaction on Au decorated Ni(OH)2 nanostructures: the role of alkaline cations solvation
Applied Catalysis B Environment and Energy,
Год журнала:
2024,
Номер
363, С. 124804 - 124804
Опубликована: Ноя. 9, 2024
Язык: Английский
Entropy of Liquid Water as Predicted by the Two-Phase Thermodynamic Model and Data-Driven Many-Body Potentials
The Journal of Physical Chemistry B,
Год журнала:
2024,
Номер
128(28), С. 6885 - 6891
Опубликована: Июль 6, 2024
We
investigate
the
entropy
of
liquid
water
at
ambient
conditions
using
two-phase
thermodynamic
(2PT)
model,
applied
to
both
common
pairwise-additive
models
and
MB-pol
MB-pol(2023)
data-driven
many-body
potentials.
Our
simulations
demonstrate
that
2PT
model
yields
values
in
semiquantitative
agreement
with
experimental
data
when
MB-pol(2023).
Additionally,
our
analyses
indicate
predicted
by
may
benefit
from
error
compensation
between
inherent
approximations
known
limitations
these
describing
interactions.
Despite
its
approximate
nature,
simplicity
makes
it
a
valuable
tool
for
estimating
relative
changes
across
various
environments,
especially
combined
provide
consistently
robust
representation
structural,
thermodynamic,
dynamical
properties
water.
Язык: Английский
A Novel Ternary Hydrophobic Deep Eutectic Solvent Over a Wide pH Range for Lithium Recovery
Journal of Hazardous Materials,
Год журнала:
2024,
Номер
480, С. 136398 - 136398
Опубликована: Ноя. 7, 2024
Язык: Английский
Observations on the Electronic Character of Anions and Cations near Water Liquid/Vapor Interfaces
The Journal of Physical Chemistry A,
Год журнала:
2024,
Номер
unknown
Опубликована: Сен. 18, 2024
In
recent
years,
many
researchers
have
become
interested
in
chemical
reactions,
photon-induced
processes,
and
other
events
taking
place
at
or
near
aqueous
liquid/vapor
ice/vapor
interfaces.
Such
studies
relate
to
a
wide
variety
of
atmospheric,
oceanographic,
environmental
issues.
Near
these
interfaces,
atomic
molecular
anions
cations
display
quite
different
behaviors
than
when
they
are
fully
solvated
the
bulk
medium.
When
exist
an
interface,
some
capture
excess
electron
produce
new
neutral-molecule
electronic
states.
Some
such
can
use
attached
assist
hydrolyzing
one
their
first-solvent-shell
molecules.
Anions
residing
interface
less
solvent-stabilized
bulk,
causing
binding
energies
decrease
as
approach
result
which
ability
act
reducing
agents
increases.
Many
multiply
charged
even
electronically
metastable
with
respect
loss
interface.
Thus,
for
both
anions,
it
is
important
develop
tools
characterizing
varying
electronic-state
nature
migrate
between
solvation
liquid-vapor
positioning.
Язык: Английский