Land,
Journal Year:
2022,
Volume and Issue:
11(2), P. 153 - 153
Published: Jan. 19, 2022
Since
the
1980s,
metropolitan
areas
have
increased
worldwide
due
to
urbanization
and
regionalization.
While
spatial
integration
of
labor
housing
markets
has
benefitted
development
cities
within
areas,
they
also
brought
great
challenges
for
land
governance;
this
is
particularly
evident
in
cross-boundary
regions
complex
relations
between
regulations
governments
at
different
levels.
Extensive
research
been
conducted
on
city-level
analysis
socioeconomic
integration,
use
development,
urban
governance
areas;
yet,
it
insufficient
understanding
intricate
interplay
various
forces
such
regions.
This
study
aims
reveal
dynamics
change
from
1990–2020
its
driving
recent
decade
Tongzhou-Wuqing-Langfang
(TWL)
region—a
typical
area
Beijing,
Tianjin,
Hebei
Metropolitan
Area—using
Landsat
imagery.
We
employed
land-use
dynamic
degree,
kernel
density
analysis,
principal
component
multiple
linear
regression
explore
spatiotemporal
patterns
factors
district/county
level.
The
results
show
that
general
changes
cultivated
forest
rural
construction
across
region.
speed
trend
varies
considerably
over
time
as
policies
each
local
government
change.
population
growth
tertiary
secondary
industry
are
main
whole
TWL
region,
while
rate
fixed
asset
investment
impacts
suggest
expanding
region
urgently
required.
IEEE Transactions on Geoscience and Remote Sensing,
Journal Year:
2024,
Volume and Issue:
62, P. 1 - 16
Published: Jan. 1, 2024
Existing
methods
for
remote
sensing
image
dehazing
and
thin
cloud
removal
treat
this
restoration
task
as
a
clear
pixel
estimation
problem,
yielding
single
prediction
result
through
deterministic
pipeline.
However,
is
highly
ill-posed
the
sharp
value
corresponding
to
input
cannot
be
uniquely
determined
solely
from
degraded
image.
In
paper,
we
present
novel
algorithm
haze
using
Conditional
Variational
Autoencoders
(CVAE)
generate
multiple
realistic
restored
images
each
input.
By
sampling
latent
space
capture
diversity,
proposed
method
mitigates
limitations
arising
inaccuracies
in
estimation.
uncertainty
pipeline,
can
more
accurate
based
on
these
predictions.
Furthermore,
have
developed
Dynamic
Fusion
Network
(DFN)
combining
plausible
outcomes
obtain
result.
DFN
dynamically
predicts
kernels
used
generation
conditioned
inputs,
improving
thanks
its
adaptive
nature.
Quantitative
qualitative
experiments
demonstrate
that
outperforms
existing
state-of-the-art
techniques
by
significant
margin
benchmarks.
Land,
Journal Year:
2022,
Volume and Issue:
11(2), P. 153 - 153
Published: Jan. 19, 2022
Since
the
1980s,
metropolitan
areas
have
increased
worldwide
due
to
urbanization
and
regionalization.
While
spatial
integration
of
labor
housing
markets
has
benefitted
development
cities
within
areas,
they
also
brought
great
challenges
for
land
governance;
this
is
particularly
evident
in
cross-boundary
regions
complex
relations
between
regulations
governments
at
different
levels.
Extensive
research
been
conducted
on
city-level
analysis
socioeconomic
integration,
use
development,
urban
governance
areas;
yet,
it
insufficient
understanding
intricate
interplay
various
forces
such
regions.
This
study
aims
reveal
dynamics
change
from
1990–2020
its
driving
recent
decade
Tongzhou-Wuqing-Langfang
(TWL)
region—a
typical
area
Beijing,
Tianjin,
Hebei
Metropolitan
Area—using
Landsat
imagery.
We
employed
land-use
dynamic
degree,
kernel
density
analysis,
principal
component
multiple
linear
regression
explore
spatiotemporal
patterns
factors
district/county
level.
The
results
show
that
general
changes
cultivated
forest
rural
construction
across
region.
speed
trend
varies
considerably
over
time
as
policies
each
local
government
change.
population
growth
tertiary
secondary
industry
are
main
whole
TWL
region,
while
rate
fixed
asset
investment
impacts
suggest
expanding
region
urgently
required.