Optimization of urban green space in Wuhan based on machine learning algorithm from the perspective of healthy city
Xuechun Zhou,
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Xiaofei Zou,
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Wenzuixiong Xiong
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et al.
Frontiers in Public Health,
Journal Year:
2025,
Volume and Issue:
13
Published: March 6, 2025
Urban
green
spaces
play
a
critical
role
in
addressing
health
issues,
ecological
challenges,
and
uneven
resource
distribution
cities.
This
study
focuses
on
Wuhan,
where
low
coverage
rates
imbalanced
space
allocation
pose
significant
challenges.
Adopting
healthy
city
development
perspective,
the
research
aims
to
assess
impact
of
optimization
urban
health,
economic
performance,
social
structure.
A
multivariable
model
was
constructed
using
random
forest
Support
Vector
Machine
(SVM)
algorithms
evaluate
influence
key
indicators
space.
Core
were
integrated
from
three
dimensions:
residents'
environmental
quality,
community
interaction.
Multiple
linear
regression
analysis
employed
quantify
potential
benefits
outcomes.
The
findings
reveal
that
optimizing
quality
indices
significantly
enhances
development.
Green
improvements
drive
73%
increase
efficiency
by
improving
extending
life
expectancy.
Additionally,
enhancements
structure
are
achieved
at
61%
52%
through
strengthened
cohesion
improved
respectively.
demonstrates
high
stability
adaptability
after
multiple
iterations,
providing
robust
quantitative
foundation
for
optimization.
highlights
multidimensional
value
promoting
growth,
stability.
results
offer
solid
theoretical
basis
practical
guidance
planning
management
cities,
contributing
scientific
decision-making
sustainable
Language: Английский
Building Indonesian Resilience: A Pathway Governing Urban Transformation
World Affairs,
Journal Year:
2025,
Volume and Issue:
188(2)
Published: April 1, 2025
ABSTRACT
This
commentary
discusses
urban
governance
for
resilience
in
Indonesia
facing
the
impacts
of
urbanization,
globalization,
and
climate
change.
To
overcome
challenges
Indonesia,
new
appropriate
transformative
solutions
are
needed
sustainability
by
considering
problems,
disaster
characteristics,
implementation
resilient
governance.
We
argue
this
that
path
to
still
requires
planning,
adequate
funding,
active
participation,
collaboration,
coordination,
cooperation
various
sectors
actors.
short
helps
provide
references
learning
materials
solving
issues
a
realizing
Indonesia.
In
addition,
enriches
discourse
on
opportunities
managing
preparing
environments.
It
provides
valuable
insights
into
relationship
between
literature.
Language: Английский
Compairing Semarang and Yogyakarta City Toward Urban Sustainable Mobility Agenda
Revista de Gestão Social e Ambiental,
Journal Year:
2024,
Volume and Issue:
18(7), P. e07501 - e07501
Published: June 10, 2024
Objective:
The
transportation
sector
is
one
of
the
supporting
factors
in
creating
emissions,
moreover,
population
growth
stimulates
high
mobility
requirements.
purpose
this
study
to
compare
Semarang
City
and
Yogyakarta
governments
realize
sustainable
their
cities.
Theoretical
Framework:
This
research
uses
two
theoretical
perspectives
from
Jeon
(2013)
Karjalainen
&
Juhola
(2019).
Where
Jeon's
theory
more
focused
on
environmental
sustainability
cultural
preservation,
while
Juhola's
economic
effectiveness.
These
theories
are
used
because
they
complement
each
other,
especially
analyze
government's
strategy
realizing
green
developing
for
society.
Method:
methodology
adopted
a
qualitative
method
with
case
approach,
where
data
collection
techniques
include
in-depth
interviews
documentation.
Interviews
were
conducted
Bappeda
related
agencies,
documentation
was
taken
organizational
performance
reports
mass
media.
In
addition,
processing
presenting
using
Nvivo
tools.
Results
Discussion:
found
that
public
transport
prepared
compared
Yogyakarta.
Government
constructed
system
integrated,
effective,
accessible,
inclusive
which
reason
community
move
rather
than
private
vehicles.
Meanwhile,
lacks
facilities
inclusive,
accessibility,
proper
infrastructure,
forcing
find
other
options
mode
such
as
vehicles
online
services.
Originality/Value:
analyzing
concept
government
approach
collaborating
socio-environment
perspective
consideration,
those
present
context
plans,
budgeting
implement
it.
collaboration
will
be
novelty,
can
contribute
new
approach.
Language: Английский
PUBLIC TRANSPORTATION SYSTEM FARE, ECONOMIC IMPACTS ON THE PURCHASING POWER OF ITS USERS, THE CASE OF BOGOTÁ, COLOMBIA
Scientific Journal of Silesian University of Technology Series Transport,
Journal Year:
2024,
Volume and Issue:
123, P. 245 - 257
Published: June 30, 2024
The
public
transportation
fare
in
a
city
is
an
important
determinant
of
accessibility,
equity,
and
quality
life
for
its
citizens.
This
article
makes
comparative
quantitative
analysis
the
system
Bogotá
(Colombia),
evolution
over
time,
impact
on
poorest
users.
It
compares
with
similar
systems
Latin
America
other
cities
world.
findings
show
that
has
had
high
growth
US
dollars
(USD
0.38
2000
to
0.75
2024),
but
purchasing
capacity
increased
respect
local
minimum
wage
(10.84
tickets
daily
wage,
versus
14.69
2024).
rate
one
highest
lower-income
citizens,
since
purchase
50
monthly
equivalent
15%
wage.
Language: Английский
Environmental ratification moves
Frontiers in Political Science,
Journal Year:
2024,
Volume and Issue:
6
Published: Sept. 17, 2024
For
over
60
years,
International
Environmental
Law
has
produced
hundreds
of
texts
aimed
at
protecting
the
environment
global
to
regional
scales.
Most
these
do
not
gather
support
all
states
concerned.
The
reasons
for
this
are
analysed
here.
This
retrospective
look
provides
a
striking
panorama
current
situation.
international
and
domestic
motivations
that
lead
state
sovereign
decision
ratify
or
treaty,
first
recalled
put
into
perspective
in
their
interdependencies.
analysis
thousands
ratifications
51
major
treaties
draws
lines
divergence
between
leading
states,
follower
reluctant
enter
environmental
commitments.
On
scale
latter
form
large
majority,
including
most
African
Asian
states.
Northern
Western
Europe
among
treaties,
followed
by
other
European
G7
member
occupy
vey
contrasting
normative
positions.
Overall,
three
moves
emerge
from
panorama.
First,
historical
persistent
inequalities
development
countries
have
cast
an
indelible
shadow
on
multilateral
which
bring
expected
fruits
development.
Second,
matters,
past
15
years
trend
consists
establishing
agreements
more
restricted
range
(regional,
bilateral),
with
commitments
fairly
flexible
objectives,
adaptable
social
economic
context.
Third,
set
within
broadly
negotiated
thematically
inclusive
principles
sustainable
Language: Английский