Land,
Journal Year:
2022,
Volume and Issue:
11(10), P. 1793 - 1793
Published: Oct. 14, 2022
The
Chengdu
Metropolitan
Area,
located
on
the
eastern
edge
of
world’s
highest
plateau,
has
experienced
a
period
integrating
urban
and
rural
area
development
for
decades.
With
rapid
urbanization
population
growth,
vulnerability
security
ecological
environment
have
become
critical
aspects
to
consider
in
sustainability.
Moreover,
presence
different
levels
vitality
study
crucial
impact
land-use
change.
Hence,
we
propose
growth
boundary
based
theory
networks.
We
focus
identifying
inefficient
land
potential
land,
explore
their
expansion
probabilities
conduct
spatial
simulations
next
15
years,
combine
network
form
reasonable
pattern.
Results
showed
that
proposed
model
could
simulate
state
more
accurately
within
certain
space
scale
integrate
limits
influences
strategies
under
multiple
planning
periods.
Thus,
can
be
an
effective
decision
support
tool
government.
ISPRS International Journal of Geo-Information,
Journal Year:
2023,
Volume and Issue:
12(2), P. 76 - 76
Published: Feb. 20, 2023
Land
use
and
land
cover
changes
driven
by
urban
sprawl
has
accelerated
the
degradation
of
ecosystem
services
in
metropolitan
settlements.
However,
most
optimisation
techniques
do
not
consider
dynamic
effect
on
spatial
criteria
which
decisions
are
based.
In
addition,
integrating
current
simulation
approach
with
approaches
to
make
a
sustainable
decision
regarding
suitable
site
encompasses
complex
processes.
Thus,
this
study
aims
innovate
novel
technique
that
can
predict
for
long
time
be
simply
integrated
decisions.
Three
main
processes
were
applied
study:
(1)
supervised
classification
process
using
random
forest
(RF),
(2)
prediction
growth
hybrid
method
combining
an
artificial
neural
network
cellular
automata
(3)
development
machine
learning
(ML)
model
boundaries
(UGBs).
The
ML
included
linear
regression,
RF,
K-nearest
neighbour
AdaBoost.
performance
was
effective,
according
validation
metrics
measured
four
algorithms.
results
show
Nasiriyah
City
expansion
(the
area)
is
haphazard
unplanned,
resulting
disastrous
effects
natural
systems.
area
ratio
increased
about
10%,
i.e.,
from
2.5%
year
1992
12.2%
2022.
city
will
expanded
34%,
25%
19%
years
2032,
2042
2052,
respectively.
Therefore,
recommended
integration
determine
sites
would
covered
future
expansion.
Journal of Urban Management,
Journal Year:
2023,
Volume and Issue:
12(4), P. 314 - 326
Published: Sept. 2, 2023
In
the
context
of
changing
global
trends
and
growing
uncertainties,
creating
evaluating
alternative
future
scenarios
is
crucial
for
urban
regional
planning.
Computational
collaborative
approaches
are
two
contemporary
options
scenario
They
have
distinct
roles
often
applied
independently.
This
study
investigates
integration
these
approaches,
addressing
a
knowledge
gap
by
explicitly
integrating
Cellular
Automata-based
model
within
geodesign
framework.
It
assesses
process
planning
outcomes
through
resilience
case
study.
The
key
finding
from
this
experiment
that
information
generated
computational
approach
with
transparency
reliability
inherent
in
can
enhance
end-user's
experience.
also
perceived
to
positive
effects
on
outcomes,
which
particularly
relevant
joint
evidence-based
cities
regions.
However,
highlights
need
further
investigation
into
methods
utility
real-world
practitioners
community.
Land,
Journal Year:
2023,
Volume and Issue:
12(9), P. 1819 - 1819
Published: Sept. 21, 2023
Urban
development
boundary
(UDB)
has
always
served
as
a
crucial
aspect
of
urban
sprawl
research.
The
objective
this
paper
is
to
investigate
delineation
and
carbon
emission
effects.
Firstly,
we
examined
the
patterns
land
use
changes.
Additionally,
utilized
FLUS
model
calculation
delineate
UDB
calculate
effects
within
under
typical
scenarios.
research
results
are
follows:
(1)
Xuzhou
city
witnessed
significant
increase
in
both
forest
construction
from
2010
2020.
(2)
Under
CPS,
area
cultivated
increased
by
217.05
km2
compared
NDS.
NDS
CPS
was
971.50
968.99
km2,
respectively.
(3)
Compared
NDS,
led
net
4759.93
t
UDB.
Therefore,
should
enhance
sequestration
reduction
capacity
agricultural
system.
This
study
beneficial
for
expanding
depth
on
guiding
low-carbon
development.
We
sincerely
encourage
readers
download
improve
paper.
Land,
Journal Year:
2022,
Volume and Issue:
11(10), P. 1793 - 1793
Published: Oct. 14, 2022
The
Chengdu
Metropolitan
Area,
located
on
the
eastern
edge
of
world’s
highest
plateau,
has
experienced
a
period
integrating
urban
and
rural
area
development
for
decades.
With
rapid
urbanization
population
growth,
vulnerability
security
ecological
environment
have
become
critical
aspects
to
consider
in
sustainability.
Moreover,
presence
different
levels
vitality
study
crucial
impact
land-use
change.
Hence,
we
propose
growth
boundary
based
theory
networks.
We
focus
identifying
inefficient
land
potential
land,
explore
their
expansion
probabilities
conduct
spatial
simulations
next
15
years,
combine
network
form
reasonable
pattern.
Results
showed
that
proposed
model
could
simulate
state
more
accurately
within
certain
space
scale
integrate
limits
influences
strategies
under
multiple
planning
periods.
Thus,
can
be
an
effective
decision
support
tool
government.
