Frontiers in Earth Science,
Journal Year:
2024,
Volume and Issue:
12
Published: Dec. 9, 2024
The
design
of
check
dam
openings
for
debris
flow
control
has
been
identified
as
a
longstanding
challenge,
with
no
definitive
solution
yet
identified.
In
this
study,
quantitative
analysis
the
efficacy
dams
varying
opening
rates
is
presented.
Field
investigation
data
67
located
in
Wenxian
County,
Gansu
Province,
were
utilized
to
gain
preliminary
understanding
their
running
state
and
damage
situation.
Building
upon
this,
five
ranging
from
2.1%
10.4%
designed
subjected
testing.
Parameters
including
volumetric
water
content,
pore
pressure,
deposit
morphology,
particle
size
distribution
analyzed
investigate
effect
on
control.
results
showed
that:
1)
As
rate
increased,
peaks
content
pressure
behind
first
decreased
then
stabilized.
When
was
increased
6.3%
or
higher,
these
parameters
reached
stable
values.
2)
Check
different
all
demonstrated
good
effects
retaining
coarse
sluicing
fine,
resulting
average
coarsened
by
2.65
times.
This
coarsening
primarily
attributed
an
increase
proportion
retained
particles
within
2–5
mm
range.
3)
An
optimal
range
4.2%–6.3%
effective
Compared
other
dams,
Dam
II
4.2%
exhibited
superior
performance
mitigating
energy
intercepting
particles,
but
it
imposed
stringent
strength-related
requirements.
Land,
Journal Year:
2025,
Volume and Issue:
14(1), P. 172 - 172
Published: Jan. 15, 2025
The
effectiveness
of
data-driven
landslide
susceptibility
mapping
relies
on
data
integrity
and
advanced
geospatial
analysis;
however,
selecting
the
most
suitable
method
identifying
key
regional
factors
remains
a
challenging
task.
To
address
this,
this
study
assessed
performance
six
machine
learning
models,
including
Convolutional
Neural
Networks
(CNNs),
Random
Forest
(RF),
Categorical
Boosting
(CatBoost),
their
CNN-based
hybrid
models
(CNN+RF
CNN+CatBoost),
Stacking
Ensemble
(SE)
combining
CNN,
RF,
CatBoost
in
along
Karakoram
Highway
northern
Pakistan.
Twelve
were
examined,
categorized
into
Topography/Geomorphology,
Land
Cover/Vegetation,
Geology,
Hydrology,
Anthropogenic
Influence.
A
detailed
inventory
272
occurrences
was
compiled
to
train
models.
proposed
stacking
ensemble
improve
modeling,
with
achieving
an
AUC
0.91.
Hybrid
modeling
enhances
accuracy,
CNN–RF
boosting
RF’s
from
0.85
0.89
CNN–CatBoost
increasing
CatBoost’s
0.87
0.90.
Chi-square
(χ2)
values
(9.8–21.2)
p-values
(<0.005)
confirm
statistical
significance
across
This
identifies
approximately
20.70%
area
as
high
very
risk,
SE
model
excelling
detecting
high-risk
zones.
Key
influencing
showed
slight
variations
while
multicollinearity
among
variables
remained
minimal.
approach
reduces
uncertainties,
prediction
supports
decision-makers
implementing
effective
mitigation
strategies.
Frontiers in Earth Science,
Journal Year:
2025,
Volume and Issue:
13
Published: Feb. 11, 2025
Flood
forecasting
is
crucial
for
disaster
mitigation,
particularly
in
regions
prone
to
flash
floods.
This
study
introduces
a
novel
flood
framework
by
coupling
the
Geomorphological
Instantaneous
Unit
Hydrograph
(GIUH)
with
Xinanjiang
model
and
optimizing
parameters
using
Cooperation
Search
Algorithm
(CSA).
Applied
across
six
diverse
Chinese
catchments,
significantly
improved
computational
efficiency
accuracy.
Key
findings
demonstrate
that:
1)
CSA
achieved
high
Nash-Sutcliffe
Efficiency
(NSE
>0.9)
only
16
optimization
trials
on
average,
outperforming
SCE-UA
algorithms;
2)
The
performed
exceptionally
data-sparse
regions,
achieving
NSE
values
>0.9
even
minimal
datasets;
3)
Enhanced
runoff
routing
via
GIUH
enabled
accurate
simulation
of
extreme
rainfall
events.
These
results
highlight
framework’s
potential
operational
management
globally.
Future
research
will
expand
validation
datasets
explore
applications
varied
hydrological
climatic
conditions.
Frontiers in Earth Science,
Journal Year:
2025,
Volume and Issue:
12
Published: Jan. 8, 2025
Introduction
This
study
investigates
the
backward
erosion
piping
mechanism
and
its
dependency
on
model
size
through
both
experiments
numerical
simulations.
The
objective
is
to
understand
how
different
dimensions
affect
hydraulic
gradients
behavior
in
dike
systems.
Methods
Numerical
simulations
were
performed
using
finite
element
method
(FEM),
where
foundation
was
modeled
3D
seepage
flow
simulated
under
various
gradients.
Physical
also
conducted
small-scale
models
verify
results
effects
of
size.
Results
Discussion
show
that
dikes
without
blanket
layers,
increase
steadily
as
channel
develops,
leading
upstream
failure.
In
contrast,
with
a
layer
exhibit
stabilizing
effect:
gradient
initially
decreases
before
increasing,
self-healing
phenomenon
halts
further
progression.
reveals
effect—indicated
by
gradients—diminishes
larger
becomes
negligible
beyond
certain
threshold.
Additionally,
interaction
between
width
depth
significantly
influences
progression
piping.
These
findings
offer
valuable
insights
for
designing
more
resilient
systems
improving
flood
protection
strategies.
Frontiers in Earth Science,
Journal Year:
2025,
Volume and Issue:
12
Published: Jan. 14, 2025
Extreme
rainfall
events
are
frequent,
particularly
in
economically
underdeveloped
hilly
areas,
where
conventional
hydrological
models
struggle
to
accurately
simulate
the
formation
of
flash
floods.
Therefore,
this
study
focuses
on
Daxi
River
Basin
Guangdong
Province.
First,
CMIP6
precipitation
data
is
utilized
analyze
future
variations
interannual
and
monthly
scales.
Compared
baseline
period,
annual
increases
under
all
three
scenarios.
Next,
design
storms
with
a
return
period
greater
than
2
years
allocated
into
patterns.
By
combining
accumulated
soil
moisture
content,
different
distributed
applied
calculate
corresponding
flood
discharges
for
events.
The
results
indicate
that:
1)
Precipitation
SSP5-8.5
scenario
generally
higher
SSP1-2.6
SSP2-4.5
scenarios,
showing
mildest
increase.
2)
peak
simulated
by
CREST
model
relatively
low,
at
235.4
m³/s,
fewer
covered,
which
significantly
lower
simulation
accuracy
CNFF
model.
3)
has
low
probability
experiencing
disasters
exceeding
10-year
from
2026
2070.
above
research
will
provide
important
references
disaster
prevention
similar
basins.