Frontiers in Public Health,
Journal Year:
2025,
Volume and Issue:
13
Published: Jan. 30, 2025
Introduction
University
campuses,
with
their
abundant
natural
resources
and
sports
facilities,
are
essential
in
promoting
walking
activities
among
students,
faculty,
nearby
communities.
However,
the
mechanisms
through
which
campus
environments
influence
remain
insufficiently
understood.
This
study
examines
universities
Wuhan,
China,
using
crowdsourced
data
machine
learning
methods
to
analyze
nonlinear
interactive
effects
of
built
on
exercise
walking.
Methods
utilized
incorporated
diverse
characteristics
construct
a
multidimensional
variable
system.
By
applying
XGBoost
algorithm
SHAP
(SHapley
Additive
exPlanations),
an
explainable
framework
was
established
evaluate
importance
various
factors,
explore
relationships
between
variables
activity,
interaction
these
variables.
Results
The
findings
underscore
significant
impact
several
key
including
proportion
land,
proximity
water
bodies,
Normalized
Difference
Vegetation
Index
NDVI,
alongside
notable
six
distinct
area
types.
analysis
revealed
thresholds
patterns
that
differ
from
other
urban
environments,
some
exhibiting
fluctuated
or
U-shaped
effects.
Additionally,
strong
interactions
were
identified
combinations,
highlighting
synergistic
elements
like
green
spaces,
waterfront
areas
when
strategically
integrated.
Conclusion
research
contributes
understanding
how
affect
activities,
offering
targeted
recommendations
for
planning
design.
Recommendations
include
optimizing
spatial
configuration
bodies
maximize
impacts
activity.
These
insights
can
foster
development
inclusive,
health-promoting,
sustainable
campuses.
Land,
Journal Year:
2024,
Volume and Issue:
13(3), P. 390 - 390
Published: March 19, 2024
Sustainable
Development
Goals
(SDGs)
serve
as
a
reference
point
in
the
global
policy-making
process,
with
their
quantitative
evaluation
at
various
scales
integrating
spatial
planning
still
under
exploration.
Major
Function
Oriented
Zone
(MFOZ)
China
emerges
an
innovative
strategy,
focusing
on
ecosystem
services
to
achieve
sustainable
development.
This
study
takes
MFOZ
example,
and
assesses
SDG
implementation
within
framework,
288
cities.
Then,
this
analyzes
zoning
types
of
realization
status
through
cluster
analysis.
Based
this,
we
explore
influencing
factors
SDGs
from
perspective
socioeconomic
environmental
characteristics,
services,
propose
target
strategies.
The
research
found
that
there
are
four
according
status,
including
mixed-oriented
high
consumption
output
(24.3%),
non-agriculture-oriented
low
(12.5%),
agriculture-oriented
(55.9%),
(7.3%)
Most
cities
do
not
demonstrate
efficiency
resource
output,
urgently
needs
improve.
Socio-economic
development
during
urbanization
challenges
SDGs,
while
traditional
measures
have
limited
effects.
Ecosystem
could
help
improve
GDP
growth
rate,
reduce
water
intensity
carbon
emissions.
Focusing
solely
numerical
values
such
efficiency,
may
harm
go
against
underscores
necessity
adapting
strategies
unique
contexts
has
practical
significance
for
enabling
more
targeted
effective
implementation,
planning,
aligning
local
efforts
sustainability
aspirations.
Buildings,
Journal Year:
2022,
Volume and Issue:
12(6), P. 819 - 819
Published: June 13, 2022
Community
is
the
foundation
of
modern
cities,
where
urban
residents
spend
most
their
lifetime.
Effective
and
healthy
community
design
plays
a
vital
role
in
improving
residents’
living
quality.
Pedestrian
network
an
indispensable
element
community.
Successful
pedestrian
can
help
be
both
physically
mentally,
build
awareness
“Go
Green”
for
society,
finally
contribute
to
low-carbon
green
cities.
This
paper
proposes
method
based
on
Urban
Network
Analysis
with
Rhino
software.
A
case
study
typical
Guangzhou,
China
was
implemented,
specifying
steps
proposed
method.
The
findings
presented
include
features
citizens
accessibilities
neighbors
that
are
obtained
from
simulation.
limitation
scalability
this
discussed.
essential
designing
sustainable
communities.
