Discrete Dynamics in Nature and Society,
Journal Year:
2023,
Volume and Issue:
2023, P. 1 - 11
Published: Nov. 16, 2023
Urban
regional
risk
is
a
complex
nonlinear
problem
that
encounters
insufficient
information,
randomness,
and
uncertainty.
To
accurately
assess
the
overall
urban
risk,
assessment
model
for
public
safety
was
proposed
by
using
information
diffusion
theory.
The
entropy
theory
employed
to
optimize
reduce
A
framework
of
based
on
constructed.
Finally,
case
study
Hangzhou
city
in
China
presented
demonstrate
performance
method.
Results
showed
method
could
successfully
estimate
city.
levels
probabilities
different
hazard
indicators
were
basically
consistent
with
reality.
hazards
respect
industrial
mining
accidents
road
traffic
extremely
serious.
More
than
80
deaths
from
would
occur
almost
every
3
years,
more
400
RTA
2.6
years.
Moreover,
centralized
intervals
level
associated
five
found,
where
risks
likely
happen
had
higher
vulnerability.
It
provide
guidance
government’s
management
policy-making.
Proceedings of the International Conference on Computer-Aided Architectural Design Research in Asia,
Journal Year:
2023,
Volume and Issue:
1, P. 19 - 28
Published: Jan. 1, 2023
The
working
population
has
increased
in
cities
with
urbanization.Providing
a
supportive
built
environment
reasonable
amenities
distribution
for
them
is
becoming
more
important.Previous
GIS-based
approaches
to
urban
planning
this
issue
tend
be
subjective
high
labour
costs.This
paper
uses
the
generative
adversarial
network
(GAN)
explore
relationship
between
distributions
and
morphology,
thus
effectively
predicting
visualizing
ideal
fastgrowing
based
on
condition
of
well-developed
megacities.In
research,
we
take
Shanghai,
one
global
China
big
market,
as
research
sample.First,
use
Point
Interest
(POI)
data
draw
heatmap
that
support
workers'
daily
life
collect
corresponding
city
maps.Then,
cut
into
hundreds
image
pairs
training
set
train
GAN
model
future
other
cities.To
implement
model,
further
maps
Jiaxing,
second-tier
near
testing
set.Results
show
our
trained
can
accurately
predict
its
future.The
GAN-based
prediction
could
detailed
planning.
InterCarto InterGIS,
Journal Year:
2023,
Volume and Issue:
29(2), P. 162 - 179
Published: Jan. 1, 2023
Assessment
of
the
impact
coronavirus
infection
(COVID-19)
on
world
community,
its
spread
in
different
countries
and
regions
is
far
from
complete,
which
confirmed
by
scale
study
causes
factors
morbidity
countries.
The
article
devoted
to
issues
integral
assessment
analysis
spatial
features
inequality
social
determinants
public
health.
aim
was
identify
influence
conditions
pandemic
basis
an
incidence
example
municipalities
Kaliningrad
Region.
authors
collected
data
individual
COVID-19
for
2021.
list
included:
1—the
level
registered
unemployment;
2—coverage
children
with
preschool
education
number
appropriate
age;
3—the
conditional
(minimum)
set
food;
4—the
proportion
families
need
improved
housing
conditions;
5—the
citizens
total
population
who
enjoy
support
communal
services;
6—the
crimes
per
1
000
people;
7—openness
accessibility
information
provision
medical
services
outpatient
settings;
8—the
comfort
providing
availability
receiving
them
basis.
As
criterion
assessing
morbidity,
a
composite
indicator
characterizing
(CI)
considered.
Modeling
additive
convolution
criteria
based
principles
ASPID
methodology
used
as
main
method.
This
makes
it
possible
take
into
account
non-numerical,
inaccurate
incomplete
about
their
priority
evaluation
studies.
Cartographic
models
geographic
systems
(GIS)
are
perform
analysis,
visualize
assess
morbidity.
revealed
trends
development
region
noted
increase
population.
For
most
municipalities,
rates
exceed
60
cases
people.
Against
background
feature
distribution
leveling
nature
within
region,
accompanied
smoothing
space
inequalities.
various
variability
conclusions
previously
made
that
weight
affecting
changes
over
time
space.
contributing
health
2021,
along
conditions,
were
state
crime
employment
results
correlation
confirm
presence
negative
between
(KP)
COVID-19.
In
general,
relationships
identified
remain
moderate
strength
(0.30
<
p
0.49).
have
shown,
use
method
can
provide
important
authorities
at
all
levels
decision-making
necessary
measures
emergency
situations
epidemic
management
regions.
Discrete Dynamics in Nature and Society,
Journal Year:
2023,
Volume and Issue:
2023, P. 1 - 11
Published: Nov. 16, 2023
Urban
regional
risk
is
a
complex
nonlinear
problem
that
encounters
insufficient
information,
randomness,
and
uncertainty.
To
accurately
assess
the
overall
urban
risk,
assessment
model
for
public
safety
was
proposed
by
using
information
diffusion
theory.
The
entropy
theory
employed
to
optimize
reduce
A
framework
of
based
on
constructed.
Finally,
case
study
Hangzhou
city
in
China
presented
demonstrate
performance
method.
Results
showed
method
could
successfully
estimate
city.
levels
probabilities
different
hazard
indicators
were
basically
consistent
with
reality.
hazards
respect
industrial
mining
accidents
road
traffic
extremely
serious.
More
than
80
deaths
from
would
occur
almost
every
3
years,
more
400
RTA
2.6
years.
Moreover,
centralized
intervals
level
associated
five
found,
where
risks
likely
happen
had
higher
vulnerability.
It
provide
guidance
government’s
management
policy-making.
