A hybrid cellular automaton model integrated with 3DCNN and LSTM for simulating land use/cover change
International Journal of Digital Earth,
Год журнала:
2025,
Номер
18(1)
Опубликована: Янв. 1, 2025
Accurate
simulation
of
land
use/cover
change
(LUCC)
is
crucial
for
societal
development.
LUCC
a
nonlinear
spatiotemporal
process
with
complicated
relationships
and
latent
dependencies
on
spatial
temporal
neighborhoods.
It
challenge
conventional
statistical
or
machine
learning
methods
to
efficiently
obtain
high-level
representations
information
time
series
features
at
the
same
time.
To
address
this
issue,
we
introduced
hybrid
model
integrating
deep
networks
cellular
automata,
named
DST-CA.
This
uses
3D
Convolutional
Neural
Network
(3DCNN)
capture
local
short-term
Long
Short-Term
Memory
(LSTM)
extract
long-term
chronological
featurereferences,
thereby
more
comprehensively
capturing
characteristics
LUCC.
We
employed
DST-CA
simulate
in
Guangdong
Province
from
2015
2020.
The
results
indicate
that
outperforms
traditional
models
four
temporal-feature
across
evaluation
metrics,
including
Overall
Accuracy
(OA),
F1-score,
Figure
Merit
(FoM),
Kappa
coefficient.
Compared
3DCNN-CA
LSTM-CA,
these
metrics
improved
by
1.5%,
1.61%,
14.36%,
2.75%,
respectively.
implies
possesses
outstanding
global
capabilities
superior
ability
Finally,
forecasted
2025.
Язык: Английский
Multi-Scenario Simulation of Ecosystem Service Value in Beijing’s Green Belts Based on PLUS Model
Land,
Год журнала:
2025,
Номер
14(2), С. 408 - 408
Опубликована: Фев. 16, 2025
Urbanization
and
economic
growth
have
substantially
modified
the
land
utilization
structure,
affecting
ecosystem
services
their
spatial
distribution.
As
a
crucial
component
of
Beijing’s
urban
framework,
city’s
green
belts,
located
at
periphery
its
core
metropolitan
area,
play
vital
role
in
supplying
services.
They
also
represent
focal
point
for
use
transformation
conflicts,
making
them
an
important
study
area.
This
research
utilizes
data
from
2000,
2005,
2010,
2015,
2020
as
primary
dataset.
It
adopts
standard
equivalent
factor
integrates
it
with
Patch-Generaling
Land
Use
Simulation
(PLUS)
model
to
belts
2035
under
three
scenarios:
natural
development
scenario
(NDS),
ecological
protection
(EPS)
cultivated
(CPS).
The
aims
analyze
project
temporal
evolution
service
values
(ESVs)
different
scenarios
Beijing.
results
indicate
that
(1)
is
dominated
by
cropland
construction
land.
Construction
has
expanded
significantly
since
increasing
500.78
km2,
while
decreased
488.47
km2.
Woodland,
grassland,
water
seen
reduction.
Overall,
there
trend
woodland
being
converted
into
cropland,
subsequently
transitioning
(2)
In
NDS,
increases
91.76
decrease.
EDS,
decelerates
22.09
reduction
decelerates,
conversion
limited.
Grassland
remain
largely
unchanged,
experiences
slight
increase.
CPS,
notably
reduced,
11.97
slightly,
grassland
decreasing
slightly.
(3)
ESV
ranking
across
follows:
EPS
1830.72
mln
yuan
>
CPS
1816.23
NDS
1723.28
yuan.
Hydrological
regulation
climate
are
dominant
all
scenarios.
attains
greatest
gains.
contributes
understanding
effects
changes
on
ESV,
offering
valuable
empirical
evidence
sustainable
decision-making
swiftly
urbanizing
areas.
Язык: Английский
Instability and uncertainty of carbon storage in karst regions under land use change: a case study in Guiyang, China
Frontiers in Environmental Science,
Год журнала:
2025,
Номер
13
Опубликована: Фев. 20, 2025
Introduction
Karst
regions
are
integral
to
the
global
carbon
cycle.
However,
land
use
changes
of
karst
driven
by
urbanization
and
desertification
contribute
instability
storage,
leading
uncertainties
in
future.
Understanding
these
instabilities
is
crucial
for
formulating
sequestration
management
strategies.
Methods
This
study
employed
Patch-generating
Land
Use
Simulation
(PLUS)
Integrated
Valuation
Ecosystem
Services
Trade-offs
(InVEST)
estimate
introduced
Coefficient
Variation
(CV)
assess
uncertainty.
Multiscale
Geographically
Weighted
Regression
(MGWR)
was
applied
explore
mechanisms,
while
Polynomial
(PR)
identified
stable
intervals
factors,
informing
land-use
policies.
Results
Discussion
(1)
From
2000
2020,
Guiyang’s
storage
rose
from
136.62
Tg
142.13
Tg.
By
2035,
projections
under
natural
development,
urban
expansion,
ecological
protection
scenarios
increases
147.50
Tg,
147.40
147.82
respectively.
(2)
Carbon
increased
uncertainty
expected
decrease
2035.
Instability
primarily
due
transitions
Cropland-Forest,
Forest-Cropland,
Cropland-Grassland,
Cropland-Impervious,
mainly
arise
Grassland-Impervious
transitions.
(3)
DEM,
AI,
Distance
national
highways,
SHDI,
Mean
annual
precipitation
affected
significantly.
(4)
Encouraging
Shrub-Forest,
Shrub-Cropland
Cropland-Forest
conversions,
controlling
Forest-Shrub,
Cropland-Impervious
conversions
within
can
enhance
reduce
establishes
a
methodology
evaluating
regions,
which
an
extension
research.
Язык: Английский
Examining the Spatiotemporal Evolution of Land Use Conflicts from an Ecological Security Perspective: A Case Study of Tianshui City, China
Sustainability,
Год журнала:
2025,
Номер
17(5), С. 2253 - 2253
Опубликована: Март 5, 2025
Land
use
conflicts
represent
an
increasing
challenge
to
sustainable
development,
particularly
in
regions
undergoing
rapid
urbanization.
This
study
investigated
the
spatiotemporal
dynamics
of
land
and
their
ecological
implications
Tianshui
City
from
1980
2020.
The
main
objectives
were
identify
patterns
spatial
heterogeneity,
explore
driving
factors
behind
these
conflicts,
analyze
relationship
with
risks.
results
indicate
following
findings.
In
terms
early
changes
primarily
driven
by
structural
factors,
such
as
topography
climate,
a
Nugget/Still
ratio
<0.30
observed
2000.
After
2000,
however,
stochastic
including
average
annual
urbanization
rate
increase
5.2%
GDP
growth
9.1%,
emerged
dominant
drivers,
reflected
>
0.36.
Regarding
conflict
intensity,
high-conflict
areas
expanded
approximately
1110
square
kilometers
between
2020,
predominantly
concentrated
fertile
agricultural
Weihe
River
Basin
urban
core
areas.
Conversely,
non-conflict
zones
decreased
38.7%.
risk
correlation,
bivariate
LISA
cluster
analysis
revealed
significant
autocorrelation
severe
risks
(Moran’s
I
=
0.62,
p
<
0.01).
High-risk
clusters
transitioning
arable
built-up
increased
23%
after
Predictions
based
on
future
land-use
simulation
(FLUS)
model
suggest
that
2030,
high-intensity
will
expand
additional
16%,
leading
intensified
competition
for
resources.
Therefore,
incorporating
safety
thresholds
into
planning
policies
is
essential
reconciling
development
conservation,
thereby
promoting
transitions.
Язык: Английский
Comparative study of multiple algorithms classification for Land Use and Land Cover Change Detection and its impact on local climate of Mardan District, Pakistan
Environmental Challenges,
Год журнала:
2024,
Номер
unknown, С. 101069 - 101069
Опубликована: Дек. 1, 2024
Язык: Английский
Driving Analysis and Multi Scenario Simulation of Ecosystem Carbon Storage Changes Based on the InVEST-PLUS Coupling Model: A Case Study of Jianli City in the Jianghan Plain of China
Sustainability,
Год журнала:
2024,
Номер
16(16), С. 6736 - 6736
Опубликована: Авг. 6, 2024
The
carbon
storage
capacity
of
terrestrial
ecosystems
serves
as
a
crucial
metric
for
assessing
ecosystem
health
and
their
resilience
to
climate
change.
By
evaluating
the
effects
land
use
alterations
on
this
storage,
management
strategies
can
be
improved,
thereby
promoting
reduction
sequestration.
While
county-level
cities
are
pivotal
ecological
conservation
high-quality
development,
they
often
face
developmental
challenges.
Striking
balance
between
economic
growth
meeting
peak
emissions
neutrality
objectives
is
particularly
challenging.
Consequently,
there
an
urgent
need
bolster
research
into
management.
study
focuses
Jianli
City,
employing
InVEST
model
data
examine
response
patterns
changes
system
from
2000
2020.
Using
PLUS
model,
simulated
in
City
year
2035
under
three
scenarios:
Natural
Development
scenario,
Urban
Expansion
Ecology
food
security
scenario.
Our
findings
indicate
following:
(1)
Between
2020,
significant
shifts
were
observed
City.
These
predominantly
manifested
interchange
Cropland
Water
areas
enlargement
impervious
surfaces,
leading
decrease
691,790.27
Mg
storage.
(2)
Under
proposed
scenarios—Natural
scenario—the
estimated
capacities
39.95
Tg,
39.90
40.14
respectively.
When
compared
with
2020
data,
all
these
estimates
showed
increase.
In
essence,
our
offers
insights
optimizing
structures
standpoint
ensure
stability
Jianli’s
levels
while
mitigating
risks
associated
fixation.
This
has
profound
implications
harmonious
evolution
regional
eco-economies.
Язык: Английский