Energy & Environmental Science,
Journal Year:
2024,
Volume and Issue:
17(17), P. 6279 - 6290
Published: Jan. 1, 2024
A
new
family
of
Isothermal,
redox-activated
CO
2
sorbents
were
successfully
developed
using
a
high-throughput
combinatorial
approach
to
facilitate
the
generation
green
hydrogen
from
biogenic
carbonaceous
feedstocks.
Journal of the American Chemical Society,
Journal Year:
2022,
Volume and Issue:
144(35), P. 16069 - 16076
Published: Aug. 24, 2022
Learning
microscopic
properties
of
a
material
from
its
macroscopic
measurables
is
grand
and
challenging
goal
in
physical
science.
Conventional
wisdom
to
first
identify
structures
exploiting
characterization
tools,
such
as
spectroscopy,
then
infer
interest,
often
with
assistance
theory
simulations.
This
indirect
approach
has
limitations
due
the
accumulation
errors
retrieving
spectral
signals
lack
quantitative
structure–property
relationship.
A
new
pathway
directly
highly
desirable,
it
would
offer
valuable
guidance
toward
materials
evaluation
design
via
spectroscopic
measurements.
Herein,
we
exploit
machine-learned
vibrational
spectroscopy
establish
spectrum–property
relationships.
Key
interaction
substrate–adsorbate
systems,
including
adsorption
energy
charge
transfer,
are
quantitatively
determined
Infrared
Raman
adsorbates.
The
relationships
presented
mathematical
formulas,
which
physically
interpretable
therefore
transferrable
series
metal/alloy
surfaces.
demonstrated
ability
determination
hard-to-measure
using
will
significantly
broaden
applicability
conventional
techniques
for
high
throughput
screening
under
operando
conditions.
Advanced Intelligent Systems,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 26, 2025
Chemical
looping
with
oxygen
uncoupling
(CLOU)
materials
is
actively
sought
for
combustion
of
carbonaceous
to
achieve
complete
conversion
and
capture
carbon
dioxide.
These
may
play
a
vital
role
in
reducing
atmospheric
via
negative
output.
However,
there
no
one‐size‐fits‐all
approach
as
different
operating
conditions
feedstocks
require
CLOU
materials.
As
result,
the
exploration
discovery
high‐performance
can
be
slow
process.
To
address
this
challenge,
high‐throughput
inverse
machine
learning
workflow
that
identifies
optimum
from
perovskite
oxides
given
set
targets
developed—temperature
Gibbs
free
energy
formation.
The
model
trained
on
density
functional
theory
calculations
inverts
design
process
using
genetic
algorithm
produce
realistic
substituted
SrFeO
3‐δ
compositions
Using
model,
it
able
identify
several
interesting
new
families
materials:
Sr
1‐
x
A
Fe
y
B
O
(e.g.,
=
Ca
or
K;
Mg,
Bi,
Mn,
Ni,
Co,
Cu,
Zn).
have
shown
promising
properties,
some
them
even
outperform
benchmark
material
terms
release
kinetics
under
relevant
conditions.
ACS Catalysis,
Journal Year:
2022,
Volume and Issue:
13(1), P. 213 - 223
Published: Dec. 13, 2022
CO2-assisted
oxidative
dehydrogenation
of
propane
(CO2-ODH)
represents
an
attractive
approach
for
propylene
production
and
CO2
utilization.
As
a
soft
oxidant,
can
minimize
overoxidation
the
hydrocarbons
to
enhance
selectivity
while
increasing
equilibrium
yield.
However,
major
challenge
CO2-ODH
is
rapid
deactivation
catalysts.
The
current
study
focuses
on
designing
CexZr1–xO2-mixed
oxide-supported
CrOx
catalysts
with
enhanced
product
catalyst
stability.
By
doping
0–30%
Ce
in
CexZr1–xO2
mixed
oxide
support,
conversion
53–79%
was
achieved
at
600
°C,
up
82%.
Compared
pure
ZrO2-supported
(i.e.,
5
wt
%Cr/ZrO2),
20–30
%Ce
doped
%Cr/Ce0.2Zr0.8O2
%Cr/Ce0.3Zr0.7O2)
inhibited
formation
CH4
ethylene
improved
from
57
77–82%.
Detailed
characterizations
5%Cr/Ce0.2Zr0.8O2
density
functional
theory
(DFT)
calculations
indicated
that
Cr3+
active
species
during
reaction,
reaction
follows
non-redox
pathway.
Coke
determined
be
primary
reason
deactivation,
addition
ZrO2
support
greatly
coke
resistance,
leading
superior
removal
by
oxidizing
air
effective
restoring
its
activity.
Discover Chemical Engineering,
Journal Year:
2023,
Volume and Issue:
3(1)
Published: Jan. 14, 2023
Abstract
Ammonia
(NH
3
)
is
a
promising
clean
energy
carrier,
provided
that
its
production
driven
by
renewable
rather
than
fossil
fuel-based
Haber–Bosch
(H–B)
process.
Chemical
looping
ammonia
synthesis
(denoted
as
CLAS)
can
intervene
in
the
ubiquitous
scaling
relations
catalytic
separately
feeding
reactants
to
nitrogen
carrier
achieve
atmospheric
operation,
which
provides
an
alternative
synthetic
route
H-B
The
key
of
CLAS
develop
efficient
N
materials
with
suitable
thermodynamic
and
kinetic
properties.
Metal
nitrides
metal
imides
are
two
kinds
for
process,
H
2
O
commonly
used
hydrogen
sources
NH
.
Here,
we
first
analyze
properties
reactions
various
water
or
produce
,
fixation
on
metals
hydrides,
regeneration
from
oxides,
respectively.
calculation
results
display
reduction
main
group
hydroxide,
early
transition
rare
earth
oxides
corresponding
metallic
state
nitridation
late
nitrides,
limiting
steps
nitride
carriers.
imides,
such
lithium
imide
barium
imide,
have
relatively
proper
thermodynamics
two-step
chemical
reactions,
however,
their
performance
limited
hydrogenation
reaction.
Moreover,
thermodynamically
unfavorable
CLAS,
propose
potential
electrochemical
processes
run
loop,
molten
salt
electrolytic
cell
solid
electrolyte
cell.
Finally,
put
forward
some
strategies,
controllable
carriers
adding
catalysts,
improve
kinetics
reactions.