Enhancing prediction of electron affinity and ionization energy in liquid organic electrolytes for lithium-ion batteries using machine learning
Journal of Power Sources,
Journal Year:
2024,
Volume and Issue:
629, P. 235992 - 235992
Published: Dec. 9, 2024
Language: Английский
Degradation of a water-in-salt electrolyte at graphite and Na metal electrodes from first principles
Journal of Power Sources,
Journal Year:
2025,
Volume and Issue:
640, P. 236583 - 236583
Published: March 22, 2025
Language: Английский
Structures and Ion Transport Properties of Hydrate-Melt Electrolytes: A Machine-Learning Potential Molecular Dynamics Study
The Journal of Physical Chemistry B,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 2, 2025
High-concentration
aqueous
electrolytes
(hydrate-melts)
have
attracted
significant
attention
for
lithium-ion
batteries
due
to
their
nonflammability
and
low
toxicity.
In
these
electrolytes,
the
static
dynamic
structures
of
solvent
play
a
crucial
role
in
determining
various
properties,
such
as
ionic
conductivity,
system.
To
clarify
structure
ion
diffusion
mechanism,
we
conducted
molecular
dynamics
simulations
using
machine
learning
potential
Li
Na
hydrate-melts.
By
analyzing
dynamical
interaction
between
ions
coordinating
molecules,
found
ligand
exchange
H2O
molecules
coordinated
cations
occurs
frequently.
As
result,
it
is
considered
that
kinetic
energy
transferred
drives
This
transport
mechanism
different
from
conventionally
understood
vehicle-type
or
hopping-type
mechanism.
The
comparison
hydrate-melts
shows
higher
relative
Li.
It
was
suggested
there
exists
an
optimal
value
strength
which
influences
diffusion,
close
this
compared
Language: Английский
Diverse Microstructures and Quasi-Ionic Liquid-like Transport Mechanisms in Concentrated “Water-in-Salt” Lithium Salt Electrolytes: A Molecular Dynamics Study
Maolin Sha,
No information about this author
Fengjun Liu,
No information about this author
Miao Meng
No information about this author
et al.
The Journal of Physical Chemistry Letters,
Journal Year:
2024,
Volume and Issue:
15(34), P. 8736 - 8742
Published: Aug. 20, 2024
"Water-in-salt"(WIS)
electrolytes
as
potential
green
and
nonflammable
are
currently
applied
in
various
energy
storage
devices,
such
lithium-ion
batteries
supercapacitors.
However,
the
microstructure
at
molecular
scale
fast
ion
transport
mechanism
aqueous
still
under
heavy
debate
due
to
complex
interactions
among
ions
water.
Here,
dynamics
simulations
used
study
behaviors
from
very
dilute
LiTFSI/water
solution
highly
concentrated
WIS
electrolytes.
It
revealed
that
diverse
microstructures
completely
hydrated
ions,
complexes,
bridge-water
molecules
jointly
responsible
for
electrochemical
stability
of
Diffusion
model
analysis
showed
Li
Language: Английский