Chemical Communications,
Год журнала:
2024,
Номер
unknown
Опубликована: Янв. 1, 2024
Biomass-derived
carbon
materials
(BDCMs)
are
widely
considered
as
promising
and
practical
candidates
for
electrode
of
solid-state
supercapacitors
(SSCs),
due
to
their
low
cost,
good
chemical
mechanical
stabilities,
excellent
electrical
conductivity,
high
deployment
feasibility.
Numerous
investigations
have
recently
been
conducted
sustainably
transforming
biomass
into
with
electrochemical
performance
in
SSCs,
even
guided
by
data-driven
approaches.
Therefore,
this
review
addresses
conventional
emerging
synthesis
routes
BDCM-based
discusses
recent
advances
energy
storage
mechanisms
enhancement
BDCMs
improving
preparation
optimization
a
efficient
manner.
As
two
the
most
powerful
tools
novel
material
discovery
design,
machine
learning
(ML)
3D
printing
technologies
introduced
provide
closed-loop
guidelines
accurately
efficiently
producing
performance;
main
challenges
successfully
applying
ML
methodologies
also
addressed,
providing
critical
potential
innovation
future
development
SSCs.
In
review,
from
life-cycle
perspective,
environmental
benefits
assessed
being
highlighted
alternative
solidify
security
achieve
sustainable
management.
The
concluding
remarks
prospects
finally
discussed
valuable
insights
academic
researchers
governmental
policymakers.
With
concerted
efforts,
high-performance
SSCs
is
beneficial
achieving
UN
Sustainable
Development
Goals
7,
11-13.
Communications Earth & Environment,
Год журнала:
2025,
Номер
6(1)
Опубликована: Янв. 3, 2025
Input
of
biochar
into
soil
is
considered
as
an
efficient
technology
for
carbon
sequestration.
This
work
aimed
to
explore
if
the
extra
sorption
dioxide
(CO2)
exists
in
biochar-amended
soil,
which
has
not
yet
received
attention.
Here
we
put
and
mineral-rich
soils
perform
laboratory
CO2
experiments.
Our
results
demonstrate
that
all
increased
storage
meanwhile
further
sorb
more
The
Ca
or
Mg
originated
could
react
with
eventually
be
converted
inorganic
carbonate
minerals
amended
soil.
Further,
country-level
prediction
showed
cultivated
top
application
China
achieve
7.38–12.5
billion
tons
sequestration
additional
0.34–2.66
sorption.
require
us
take
consideration
both
sink
assessment
potential
Application
[5%]
sequester
around
10
China's
soils,
according
experiments
pristine
four
different
applications.
Nature Communications,
Год журнала:
2024,
Номер
15(1)
Опубликована: Июль 11, 2024
Developing
efficient
catalysts
for
syngas-based
higher
alcohol
synthesis
(HAS)
remains
a
formidable
research
challenge.
The
chain
growth
and
CO
insertion
requirements
demand
multicomponent
materials,
whose
complex
reaction
dynamics
extensive
chemical
space
defy
catalyst
design
norms.
We
present
an
alternative
strategy
by
integrating
active
learning
into
experimental
workflows,
exemplified
via
the
FeCoCuZr
family.
Our
data-aided
framework
streamlines
navigation
of
composition
condition
in
86
experiments,
offering
>90%
reduction
environmental
footprint
costs
over
traditional
programs.
It
identifies
Fe
ACS Agricultural Science & Technology,
Год журнала:
2024,
Номер
4(9), С. 888 - 898
Опубликована: Авг. 20, 2024
Biochar
effects
on
agricultural
soils
change
over
time
as
biochar
ages.
To
better
understand
the
long-term
impacts
of
application
climate
mitigation,
effect
aging
nitrous
oxide
(N2O)
emissions
has
been
widely
investigated
in
field
experiments.
However,
underlying
relationship
N2O
with
properties,
fertilization
practices,
soil
and
weather
conditions
is
poorly
understood.
We
collected
data
from
30
peer-reviewed
publications
279
observations
used
machine
learning
(ML)
to
model
explore
critical
factors
affecting
daily
fluxes.
established
compared
models
constructed
using
neural
networks
(NN),
support
vector
regression
(SVR),
random
forest
(RF),
extreme
gradient
boosting
(XGB).
found
that
(GBR)
was
optimal
algorithm
for
predicting
fluxes
(R2
>
0.90).
The
importance
driving
follows:
practices
(44%)
(30%)
properties
(21%)
(5%).
In
addition,
biochar,
potassium
rate,
clay
fraction,
mean
air
temperature
were
When
initially
applied,
it
can
reduce
emissions;
however,
no
reducing
emissions.
accurate
prediction
insights
ML
benefit
assessment
soils.
Emerging
technologies-empowered
thermochemical
plastic
valorization
is
developed
for
value-added
products
in
green
and
practical
manner,
which
are
beneficial
to
achieving
circular
economy
several
UN
sustainable
development
goals.
