Resilient
management
of
the
built
environment
is
a
strategic
objective,
made
even
more
evident
by
recent
events,
not
only
in
terms
managing
chronic
stresses
such
as
social,
economic
and
financial
stresses,
but
especially
emergency
situations.
Human
settlements
can
be
considered
complex
systems
when
disaster
strikes,
degree
complexity
amplified
exponentially.
Thus,
traditional
systems,
based
on
classical
paradigms,
may
completely
ineffective.
Therefore,
new
approaches
are
needed
to
implement
safety,
resilience
sustainability.
In
this
context,
paper
illustrates
research
where
Digital
Twin
(DT)
exploited
an
adaptive
system
for
environment,
support
optimize
post-disaster
reconstruction
processes
with
focus
reactive
security
management,
order
smart
city
perspective.
Following
vision,
project
aims
realise
first
extended
framework
enabling
implementation
digital
twins
then
defining
some
DT
demonstrators
laboratory.
Renewable and Sustainable Energy Reviews,
Journal Year:
2023,
Volume and Issue:
184, P. 113587 - 113587
Published: July 22, 2023
The
intensification
of
extreme
events
due
climate
change
and
sea-level
rise
are
major
challenges
to
be
urgently
addressed
by
Europe's
coastal
cities.
Coastal
hazards
have
the
potential
cause
significant
damage
communities.
Nevertheless,
various
other
climate-related
also
pose
imminent
threats.
This
review
paper
examines
impacts
on
ten
European
cities
means
a
participatory
process
involving
existing
literature.
Local
expertise
is
included
through
novel
concept
City
Living
Lab.
study
leverages
bibliometric
analysis
Scopus
Web
Science
databases,
along
with
desk
climate-change
related
institutions
agencies
at
international,
national,
regional
local
levels.
By
combining
scientific
literature
insights
from
experts,
this
research
provides
comprehensive
overview
current
situation
these
diverse
in
relation
multiple
hazards,
which
can
extrapolated
There
scarcity
data
for
some
cities,
hence
collaboration
CCLLs
was
crucial.
Results
serve
as
valuable
baseline
future
works,
introducing
detail
studies
focusing
challenges.
not
only
contributes
including
perceptions
partners
but
offers
unique
perspective
complex
nature
city
level.
Sustainability,
Journal Year:
2023,
Volume and Issue:
15(15), P. 12036 - 12036
Published: Aug. 6, 2023
Despite
advancements,
Smart
Cities
encounter
hazards.
Cities’
higher
reliance
on
interconnected
systems
and
networks
makes
them
susceptible
to
risks
beyond
conventional
ones,
leading
cascading
effects.
Hence,
the
effective
use
of
technological
innovations
is
vital.
This
involves
understanding
existing
technology
for
resilience
making
in
wise
utilisation
as
suitable
different
contexts.
However,
there
a
research
gap
fundamental
study
that
synthesises
emerging
disruptive
technologies
are
being
used
improve
disaster
how
they
can
be
classified.
Therefore,
this
aimed
address
need,
so
City
evaluating
technologies/tools
could
wisely
utilise
available
resources
prioritise
most
their
context-specific
needs.
Following
comprehensive
literature
review,
identified
24
and/or
tools
creating,
sustaining,
enhancing
within
Cities.
In
doing
so,
should
collect
manage
citywide
geodata
foster
public
participation.
While
feasible
measure
smartness
City,
findings
suggested
four
key
factors
with
which
these
assessed.
These
included
impact
society,
adoption
speed
by
Cities,
maturity
technology,
capabilities
offered
community.
Advances in business information systems and analytics book series,
Journal Year:
2024,
Volume and Issue:
unknown, P. 140 - 161
Published: Jan. 4, 2024
This
chapter
explores
the
field
of
digital
twin
technologies
as
an
innovative
approach
to
examine
continuous
change
in
healthcare
systems.
The
utilization
twins
offers
novel
methods
improve
resource
optimization,
patient
care,
and
operational
efficiency
sector
faces
previously
unheard-of
difficulties.
current
research
delves
deeply
into
fundamental
principles
uses
technology
sector,
emphasizing
its
capacity
transform
facilities,
telemedicine,
outcomes.
Through
evaluation
case
studies
new
developments,
authors
highlight
critical
function
that
perform
advancing
predictive
analytics,
remote
monitoring,
customized
care.
In
order
help
policymakers,
professionals,
tech
entrepreneurs
navigate
changing
environment
systems
age,
this
aspires
provide
a
thorough
knowledge
revolutionary
potential
healthcare.
The Science of The Total Environment,
Journal Year:
2024,
Volume and Issue:
945, P. 174004 - 174004
Published: June 18, 2024
As
the
spectre
of
climate
change
looms
large,
there
is
an
increasing
imperative
to
develop
comprehensive
risk
assessment
tools.
The
purpose
this
work
evaluate
evolution
and
current
state
research
on
multi-hazard
indices
associated
with
climate-related
hazards,
highlighting
their
crucial
role
in
effective
amidst
growing
challenges
change.
A
notable
gap
cross-regional
comparative
studies
persists,
presenting
opportunity
for
future
enhance
global
understanding
foster
universal
resilience
strategies.
However,
a
significant
surge
output
apparent,
following
key
milestones
related
action.
landscape
shown
be
highly
responsive
international
policy
developments,
increasingly
adopting
interdisciplinary
approaches
that
integrate
physical,
social,
technological
dimensions.
Findings
reveal
robust
emphasis
geospatial
analysis
development
various
transform
abstract
risks
into
actionable
data,
underscoring
trend
towards
localized,
context-specific
vulnerability
assessments.
Based
dataset
systematically
curated
under
PRISMA
guidelines,
review
explores
how
prevailing
themes
are
reflected
influential
journals
author
networks,
mapping
out
dynamic
expanding
academic
community.
Moreover,
provides
critical
insights
underlying
literature
by
conducting
thematic
typology
studies,
focus
coastal
areas,
inclusion
scenarios,
geographical
coverage,
types
hazards.
practical
implications
profound,
providing
policymakers
practitioners
meaningful
mitigation
adaptation
efforts
through
application
index-based
methodologies.
By
charting
course
scholarly
endeavours,
article
aims
strengthen
scientific
foundations
supporting
resilient
adaptive
strategies
regions
worldwide
facing
multifaceted
impacts
Journal of Machine and Computing,
Journal Year:
2025,
Volume and Issue:
unknown, P. 633 - 644
Published: Jan. 3, 2025
This
paper
discusses
the
contribution
of
AI
and
ML
in
information
systems
a
smart
city,
particularly
being
concerned
with
enhancing
precision
weather
forecasts
effectiveness
emergency
responses.
Satellite
imagery
forms
part
complex
data
sets
incorporated
study,
along
historical
regarding
emergencies.
The
datasets
were
analyzed
help
models,
such
as
LSTM
CNNs.
Results
show
that
AI-based
performed
better
than
traditional
method,
it
accounted
for
92%
accuracy
short-range
forecasting,
while
legacy
model
only
78%.
During
extreme
events
heat
waves
wildfires,
models
produced
more
timely
accurate
warnings,
cutting
response
time
emergencies
by
much
25%.
also
touches
on
broader
implications
relation
to
its
potential
toward
betterment
enhanced
urban
resilience,
sustainability,
public
safety.
Although
there
are
considerable
merits
AI,
issues
privacy
ethical
concerns
computational
overheads
pose
challenges
drawbacks.
Such
research
effort
is
hoped
conclude
hybrid
advanced
IoT
sensor
networks
possibleF
futures
optimizing
smarts
city
applications.
