Ecological Indicators,
Journal Year:
2023,
Volume and Issue:
156, P. 111137 - 111137
Published: Oct. 29, 2023
Urban
flooding
risks,
often
overlooked
by
conventional
methods,
can
be
profoundly
affected
city
configurations.
However,
explainable
Artificial
Intelligence
could
provide
insights
into
how
urban
configurations
flooding.
This
study,
taking
entered
on
Shenzhen
City,
deploys
an
XGBoost,
integrating
SHapley
Additive
exPlanation
and
Partial
Dependency
Plots,
to
assess
morphology
influences
susceptibility.
The
models
strategies
presented
in
this
study
aimed
adapt
extreme
storms
from
the
perspective
of
spatial
configuration
planning.
findings
underscore
varying
impact
disaster
variables
flooding,
with
morphological
attributes
becoming
highly
significant
during
severe
inundations.
In
analysis,
mean
building
volume
emerged
as
a
pivotal
parameter,
SHAP
value
0.0107
m
contribution
ratio
9.70
%.
indicates
that
should
optimized
minimize
risks.
It
is
recommended
Mean
Building
Volume
(MBV)
maintained
within
range
1.25
km3
2.5
km3,
Standard
Deviation
(SDBV)
kept
below
2.814
km3.
By
harnessing
algorithms,
offers
intricate
relationship
between
forms
flood
risk,
thereby
informing
development
effective
adaptation
strategies.
Journal of Environmental Management,
Journal Year:
2024,
Volume and Issue:
353, P. 120229 - 120229
Published: Feb. 1, 2024
Climate
change
is
currently
reshaping
precipitation
patterns,
intensifying
extremes,
and
altering
runoff
dynamics.
Particularly
susceptible
to
these
impacts
are
combined
sewer
systems
(CSS),
which
convey
both
stormwater
wastewater
can
lead
overflow
(CSO)
discharges
during
heavy
rainfall.
Green
infrastructure
(GI)
help
mitigate
enhance
system
resilience
under
historical
conditions;
however,
the
quantification
of
its
effect
on
in
a
future
climate
remains
unknown
literature.
This
study
employs
modified
Global
Resilience
Analysis
(GRA)
framework
for
continuous
simulation
quantify
impact
CSS
resilience,
particularly
CSOs.
The
assesses
efficacy
GI
interventions
(green
roofs,
permeable
pavements,
bioretention
cells)
diverse
rainfall
scenarios
based
EURO-CORDEX
regional
models
(2085–2099)
three
Representative
Concentration
Pathways
(2.6,
4.5,
8.5
W/m2).
findings
underscore
general
decline
indices
across
considered.
Notably,
total
yearly
CSO
discharge
volume
increases
by
range
145
%
256
response
different
scenarios.
While
proves
effective
increasing
it
falls
short
offsetting
change.
Among
options
assessed,
green
roofs
routed
pervious
areas
exhibit
highest
adaptive
capacity,
ranging
from
9
22
at
level,
followed
pavements
with
an
adaptation
capacity
between
7
13
%.
By
linking
effects
performance,
this
contributes
understanding
GI's
potential
as
strategic
tool
enhancing
urban
resilience.
AQUA - Water Infrastructure Ecosystems and Society,
Journal Year:
2024,
Volume and Issue:
73(6), P. 1135 - 1150
Published: May 29, 2024
ABSTRACT
Green-grey
infrastructures'
implementation
has
progressed
significantly
in
cities
around
the
globe
for
sustainable
stormwater
management.
This
review
study
conducted
on
green-grey
optimization
represented
recent
research
trends,
existing
status,
possible
gaps,
and
future
directions
recommendations
needed
further
improvements.
The
findings
show
that
infrastructures
got
significant
attention
recently
(after
2012)
because
of
accessibility
to
computational
resources
development
hydrological-hydraulic
models
algorithms.
Furthermore,
is
mostly
ten
countries
including
China,
USA
Iran
ranked
first
three
places,
respectively,
delivering
their
advantages
other
with
essential
awareness
knowledge.
Most
previous
studies
considered
particular
quantitative
qualitative
objectives
these
were
at
smaller
retrofitting
scales,
therefore,
need
expand
scope
towards
socio-ecological
consideration
larger
areas
or
multi-stage
planning,
designing,
implementation.
Moreover,
recommended
consider
stakeholders’
participation
preliminary
planning
designing
stages
successful
management
approaches.
Lastly,
surrogate-based
approaches
instead
traditional
methods
can
overcome
burden
time
future.
Sustainability,
Journal Year:
2023,
Volume and Issue:
15(9), P. 7281 - 7281
Published: April 27, 2023
Urban
stormwater
management
is
a
critical
challenge
facing
cities
globally,
with
natural-based
solutions
(NBS)
emerging
as
promising
approach
for
mitigating
the
impacts
of
urban
runoff.
This
bibliometric
review
examined
research
trends
and
hot
topics
related
to
NBS
management.
The
study
utilized
combination
qualitative
quantitative
methods
analyze
176
articles
from
Web
Science
database,
covering
period
2016
2022.
Results
showed
that
widely
researched
topic
growing
trend
in
publications
recent
years,
led
by
United
States,
China,
several
European
countries.
majority
were
papers
(82%)
focus
on
environmental
performance
rather
than
social
economic
dimensions.
Quantitative
more
frequently
used
articles,
particularly
statistical
analysis/modeling.
Interviews
discussions
most
common
method
used.
identified
relevant
countries,
affiliations,
authors,
journals
field.
Furthermore,
highlighted,
including
ecosystem
services,
climate
change,
sustainability.
also
emphasized
future
perspective
should
interdisciplinary
collaborative
research,
scaling
up
mainstreaming
NBS,
exploring
new
ways
integrating
different
disciplines
stakeholders
process.
findings
this
provided
insights
into
current
state
offer
valuable
information
researchers,
policymakers,
practitioners
field
