Inorganic Chemistry Frontiers,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 1, 2025
This
summary
describes
and
elucidates
an
enhanced
strategy
for
photocatalytic
nitrogen
fixation
over
Bi
2
MO
6
(M
=
Mo,
W)-based
catalysts
points
out
the
development
prospects
of
fixation.
Journal of Materials Informatics,
Journal Year:
2024,
Volume and Issue:
4(4)
Published: Dec. 31, 2024
Photocatalysis
is
a
unique
technology
that
harnesses
solar
energy
through
in-situ
processes,
operating
without
the
need
for
external
inputs.
It
integral
to
advancing
environmental,
energy,
chemical,
and
carbon-neutral
objectives,
promoting
dual
goals
of
pollution
control
carbon
reduction.
However,
conventional
approach
photocatalyst
design
faces
challenges
such
as
inefficiency,
high
costs,
low
success
rates,
highlighting
integrating
modern
technologies
seeking
new
paradigms.
Here,
we
demonstrate
comprehensive
overview
transformative
strategies
in
design,
combining
computational
materials
science
with
deep
learning
technologies.
The
review
covers
fundamental
principles
followed
by
examination
methods
workflow
deep-learning-assisted
design.
Deep
approaches
are
extensively
reviewed,
focusing
on
discovery
novel
photocatalysts,
microstructure
property
optimization,
approaches,
application
exploration,
mechanistic
insights
into
photocatalysis.
Finally,
highlight
synergy
between
multidimensional
computation
learning,
while
discussing
future
directions
development.
This
offers
summary
offering
not
only
enhance
development
photocatalytic
but
also
expand
practical
applications
photocatalysis
various
domains.
