ACS ES&T Water,
Год журнала:
2021,
Номер
2(1), С. 63 - 74
Опубликована: Дек. 16, 2021
Sustainable
storm
water
management
benefits
a
lot
from
low
impact
development
(LID).
The
early-stage
design
of
LID
layout
is
critical
for
practices.
However,
the
technology
gaps
still
exist
an
accurate,
flexible,
and
systematic
solution
optimal
design.
Literature
works
usually
only
consider
size
number
facilities
in
given
scenario
or
even
totally
empirical,
which
lacks
integration
facility
selection,
connection,
with
multiple
objectives
together.
Therefore,
this
study
proposed
generic
comprehensive
framework
cost–benefit
analysis.
Powered
by
computer
coding
scheme
hybrid
optimization
algorithm,
was
successfully
verified
Sponge
City
Shenzhen,
China.
results
genetic
algorithm
proved
stability
novel
layout.
best
worst
scenarios
are
selected
Pareto
front
through
entropy
weight
method.
variable
cost
method
revealed
sensitivity
preference
decision
maker.
High
construction
costs
environmental
effectiveness
can
be
scientifically
balanced
procedure
expected
to
widely
applied
practices
around
world.
Sustainable Cities and Society,
Год журнала:
2024,
Номер
101, С. 105182 - 105182
Опубликована: Янв. 7, 2024
Green
infrastructure
(GI)
is
a
fundamental
building
block
of
our
cities.
It
contributes
to
the
sustainability
and
vitality
cities
by
offering
various
benefits
such
as
greening,
cooling,
water,
air
quality,
managing
carbon
emissions.
GI
plays
an
essential
role
in
enhancing
overall
well-being.
The
utilisation
artificial
intelligence
(AI)
technologies
for
optimisation
perceived
powerful
approach
A
knowledge
gap,
nevertheless,
remains
research
on
AI-driven
tackling
climate
change.
This
study
aims
consolidate
comprehension
optimisation,
particularly
methodology
adopts
PRISMA
protocol
perform
systematic
literature
review.
review
results
are
analysed
from
six
aspects—i.e.,
objectives,
objectives
categories,
indicators,
models,
types,
scales.
findings
revealed:
(a)
was
mainly
undertaken
areas
biodiversity
ecosystem
security,
energy
efficiency,
public
health,
heat
islands,
water
management;
(b)
Indicator
categories
were
concentrated
indicators
related
GI,
objective,
other
general/supporting
indicators.
Based
these
findings,
framework
developed
enhance
understanding
process
within
realm
AQUA - Water Infrastructure Ecosystems and Society,
Год журнала:
2024,
Номер
73(6), С. 1135 - 1150
Опубликована: Май 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.
ISPRS International Journal of Geo-Information,
Год журнала:
2024,
Номер
13(3), С. 99 - 99
Опубликована: Март 18, 2024
Land
use
allocation
(LUA)
is
of
prime
importance
for
the
development
urban
sustainability
and
resilience.
Since
process
planning
managing
land
requires
balancing
different
conflicting
social,
economic,
environmental
factors,
it
has
become
a
complex
significant
issue
in
worldwide.
LUA
usually
regarded
as
spatial
multi-objective
optimization
(MOO)
problem
previous
studies.
In
this
paper,
we
develop
an
MOO
approach
tackling
problem,
which
maximum
economy,
minimum
carbon
emissions,
accessibility,
integration,
compactness
are
formulated
optimal
objectives.
To
solve
improved
non-dominated
sorting
genetic
algorithm
III
(NSGA-III)
proposed
terms
mutation
crossover
operations
by
preserving
constraints
on
sizes
each
type.
The
was
applied
to
KaMavota
district,
Maputo
City,
Mozambique,
generate
proper
plan.
results
showed
that
NSGA-III
yielded
better
performance
than
standard
NSGA-III.
solutions
produced
provide
good
trade-offs
between
This
research
beneficial
policymakers
city
planners
providing
alternative
plans
