Philippine Social Science Journal,
Journal Year:
2022,
Volume and Issue:
5(4), P. 68 - 80
Published: Dec. 19, 2022
With
the
onset
of
pandemic,
small-scale
fishermen
(SSF)
in
country
have
become
even
more
vulnerable
to
multiple
adverse
stressors.
It
is
important
remember
that
fisher
households
minimal
assets,
and
their
ability
mitigate
effects
crises
shocks
restricted.
This
study
aims
enhance
our
understanding
livelihoods
by
using
idea
resilience
as
an
analytical
tool
examining
different
aspects
fisherfolks'
adaptive
systems
during
pandemic
role
government
bolstering
livelihood
resiliency.
qualitative
utilized
a
multimethod
case
design,
for
data
analysis,
I
Clarke
Braun's
six
phases
thematic
analysis.
Four
major
themes
were
uncovered
study:
assets
resiliency;
challenges
stressors
pandemic;
SSF
with
strategies
vs.
without
strategies;
Government's
The
produced
findings
on
resiliency
pertaining
context
pandemic.
found
who
diversified
robust
than
did
not
any
adaptation
techniques
applied
Journal of Water and Climate Change,
Journal Year:
2023,
Volume and Issue:
14(6), P. 1935 - 1960
Published: May 11, 2023
Abstract
A
correct
understanding
of
the
parameters
and
methods
used
in
flood
susceptibility
mapping
(FSM)
is
critical
for
identifying
strengths
limitations
different
approaches,
as
well
developing
methodologies.
In
this
study,
we
examined
scientific
publications
literature
using
WoS.
Although
number
quite
high,
these
varies,
with
a
maximum
21
minimum
5
preferred.
It
was
found
that
most
commonly
parameter
has
preference
rate
97%,
but
there
no
common
100%
studies.
The
determining
include
multi-criteria
decision-making
(MCDM)
methods,
physically
based
hydrological
models,
statistical
various
soft
computing
methods.
use
traditional
MCDM
already
high
among
researchers,
analysis
have
evolved
over
years
from
human
judgments
to
on
big
data
machine
learning.
reviewed
studies,
it
observed
learning,
fuzzy
logic,
metaheuristic
optimization
algorithms,
heuristic
search
which
are
been
widely
FSM
recent
years.
Remote Sensing,
Journal Year:
2024,
Volume and Issue:
16(2), P. 336 - 336
Published: Jan. 15, 2024
Flooding
is
a
natural
disaster
that
coexists
with
human
beings
and
causes
severe
loss
of
life
property
worldwide.
Although
numerous
studies
for
flood
susceptibility
modelling
have
been
introduced,
notable
gap
has
the
overlooked
or
reduced
consideration
uncertainty
in
accuracy
produced
maps.
Challenges
such
as
limited
data,
due
to
confidence
bounds,
overfitting
problem
are
critical
areas
improving
accurate
models.
We
focus
on
mapping,
mainly
when
there
significant
variation
predictive
relevance
predictor
factors.
It
also
noted
receiver
operating
characteristic
(ROC)
curve
may
not
accurately
depict
sensitivity
resulting
map
overfitting.
Therefore,
reducing
was
targeted
increase
improve
processing
time
prediction.
This
study
created
spatial
repository
test
models,
containing
data
from
historical
flooding
twelve
topographic
geo-environmental
conditioning
variables.
Then,
we
applied
random
forest
(RF)
extreme
gradient
boosting
(XGB)
algorithms
susceptibility,
incorporating
variable
drop-off
empirical
loop
function.
The
results
showed
function
crucial
method
resolve
model
associated
factors
methods.
approximately
8.42%
9.89%
Marib
City
9.93%
15.69%
Shibam
were
highly
vulnerable
floods.
Furthermore,
this
significantly
contributes
worldwide
endeavors
focused
hazards
linked
disasters.
approaches
used
can
offer
valuable
insights
strategies
risks,
particularly
Yemen.
Discover Geoscience,
Journal Year:
2024,
Volume and Issue:
2(1)
Published: July 9, 2024
Abstract
Annually,
Kogi
State
in
Nigeria
experiences
significant
flooding
events,
leading
to
serious
fatalities,
the
destruction
of
livelihoods,
and
damage
vital
infrastructure.
This
study
presents
a
multi-faceted
approach
methodology
generate
state-wide
flood
risk
map
by
analyzing
both
vulnerability
hazard
factors.
Seven
factors
(drainage
length,
distance
river,
elevation,
slope,
rainfall,
from
confluence/dam
area,
geomorphology)
(population
density,
female
population,
land
cover,
road
hospitals,
literacy
rate,
employment
rate)
were
ranked
weighted
based
on
their
contributions
within
state
using
Fuzzy
Analytical
Hierarchy
Process
(FAHP).
From
these,
Flood
Hazard
Index
(FHI),
Vulnerability
(FVI),
Risk
(FRI)
derived.
Results
showed
that
Kabba,
Idah,
Olamabor,
Kotonkar,
southern
part
Ajaokuta
LGAs
exhibit
high
due
dense
populations,
remoteness
roads
critical
infrastructure,
considerable
distances
healthcare
facilities.
Likewise,
exhibiting
very
FHI
occur
along
geographic
zones
bounded
confluence
Niger
Benue
rivers,
specifically
Lokoja
Kogi,
Bassa,
Ibaji
LGAs.
Five
classes—very
low,
moderate,
high,
FRI
classes—occupy
26.82,
31.12,
22.07,
15.26,
4.71%
respectively.
Out
295
villages,
65
villages
are
spread
across
zone.
The
safest
include
Ankpa,
Omala,
Dekina,
Ijumu,
Mopa-Muro
Sustainability,
Journal Year:
2022,
Volume and Issue:
14(22), P. 14680 - 14680
Published: Nov. 8, 2022
This
paper
analyzes
flood
impact
on
the
historical
objects
and
cultural
heritage
in
Southern
Eastern
Serbia.
The
basic
research
problem
is
lack
of
systematized
databases
regarding
heritage,
addition
to
official
manuals
or
other
types
educational
material
dealing
with
management
assets
monumental
properties
situations.
goal
indicate
this
professional
wider
public
through
systematization
classification
observed
damages
buildings.
first
provides
a
brief
overview
development
protection
throughout
history
particular
reference
area.
In
addition,
floods
Serbia
also
analyzed
order
point
frequency
scale
researched
Through
archival
materials
appropriate
institutions
as
well
direct
recording
field,
degree
territories
determined.
It
refers
both
declared
monuments
those
that
are
still
undeclared
but
possess
certain
properties.
Only
immovable
have
been
analyzed.
movable
has
not
taken
into
consideration,
although
it
represents
very
important
aspect
every
damage.
A
these
buildings,
which
occur
indirect
consequence
floods,
carried
out.
Examples
structural
damage
presented
(such
fissures,
cracks,
bucklings
collapse
parts
overall
objects).
do
threaten
stability
buildings
presented.
Here,
they
divided
two
groups—moisture-induced
biodegradation.
gives
examples
induced
by
impacts
floods.
from
general
lessons
can
be
drawn,
namely
would
applicable
endangered
categories
heritage.
conducted
for
purpose
better
planning
preventive
rehabilitation
strategies
measures
preservation
architectural
Recommendations
case
given.
Remote Sensing,
Journal Year:
2023,
Volume and Issue:
15(6), P. 1564 - 1564
Published: March 13, 2023
Flood
events
have
caused
huge
disasters
with
regard
to
human
life
and
economic
development,
especially
short-term
flood
that
occurred
in
recent
years.
Gravity
Recovery
Climate
Experiment
(GRACE)
satellites
can
directly
detect
the
spatiotemporal
characteristics
of
terrestrial
water
storage
anomalies
(TWSA),
which
play
an
important
role
capturing
signals.
However,
monthly
resolution
GRACE-derived
TWSA
limits
its
application
monitoring
sub-monthly
events.
Therefore,
this
paper
first
reconstructs
daily
based
on
a
statistical
model
near
real-time
precipitation
temperature
as
input
variables,
then
three
indexes
are
developed
reconstructed
TWSA.
Furthermore,
these
employed
evaluate
temporal
spatial
2016
event
Haihe
River
basin
(HRB),
including
potential
index
(FPI),
deficit
(WSDI),
combined
climate
deviation
(CCDI).
In
contrast
previous
studies,
TWSA-based
is
improved
from
scale
scale,
largely
improves
characterization
monitoring.
Results
demonstrate
(1)
among
ten
kinds
“Temperature-Precipitation”
combinations,
CN05.1-CN05.1
match
well
GRACE
TWSA,
publicly
available
datasets
Nash-Sutcliffe
efficiency
coefficient
(NSE)
0.96
0.52
~
0.81
respectively.
(2)
The
be
better
characterized
by
CN05.1-CN05.1,
reaching
peak
216.19
mm
July
20
center.
Additionally,
equivalent
height
(EWH)
detected
evolve
southwest
northeast
during
flood.
(3)
FPI,
WSDI,
CCDI
proven
effective
HRB,
validates
reliability
Moreover,
compared
56%
66%
coverage
damage
quantified
FPI
CCDI,
45%
mapped
WSDI
more
consistent
governmental
reports
within
HRB.
This
expected
provide
valuable
reference
for
assessment
extreme
change.
IOP Conference Series Earth and Environmental Science,
Journal Year:
2024,
Volume and Issue:
1364(1), P. 012017 - 012017
Published: June 1, 2024
Abstract
Floods
cause
vulnerability
to
the
livelihoods
of
farm
households
that
rely
on
land
for
farming
as
main
livelihood.
Strategy
is
required
livelihood
be
sustainable
despite
flood
disaster.
This
study
aims
to:
1)
analyze
income
structure
farmers
affected
by
floods
climate
change
in
Indonesia
and
2)
assess
sustainability
level
household
sources
flood.
Through
primary
secondary
data
collection,
research
method
used
a
survey
representing
three
provinces:
South
Sumatra,
Central
Java,
East
Kalimantan.
Data
analysis
performed
calculation
analysis,
agrarian
density
calculation,
ability
support
life.
results
from
farmer’s
structure:
contribution
most
significant
second
largest
comes
no
smallest
off-farm.
Based
carrying
capacity
agricultural
density,
rice
sustainable.