Performance characterisation of machine learning models for geotechnical axial pile load capacity estimation: an enhanced GPR-based approach
Geomechanics and Geoengineering,
Год журнала:
2025,
Номер
unknown, С. 1 - 42
Опубликована: Фев. 24, 2025
Язык: Английский
Seasonal Dynamics in Soil Properties Along a Roadway Corridor: A Network Analysis Approach
Materials,
Год журнала:
2025,
Номер
18(8), С. 1708 - 1708
Опубликована: Апрель 9, 2025
Understanding
soil
properties'
spatial
and
temporal
variability
is
essential
for
optimizing
road
construction
maintenance
practices.
This
study
investigates
the
seasonal
of
properties
along
a
4.8
km
roadway
in
Maiduguri,
Nigeria.
Using
novel
integration
network
analysis
geotechnical
testing,
we
analyzed
nine
parameters
(e.g.,
particle
size
distribution
(PSD),
Atterberg
limits,
California
bearing
ratio)
across
wet
(September
2024)
dry
(January
2021)
seasons
from
25
test
stations.
Average
limits
(LL:
22.8%
vs.
17.5%
dry;
PL:
18.7%
14.7%
PI:
4.2%
2.8%
LS:
1.8%
2.3%
dry),
average
compaction
characteristics
(MDD:
1.8
Mg/m3
2.1
OMC:
12.3%
10%
CBR
(18.9%
27.5%
dry)
were
obtained.
Network
employed
z-score
standardization
similarity
metrics,
with
multi-threshold
(θ
=
0.05,
0.10,
0.15)
revealing
critical
structural
differences.
During
season,
networks
exhibited
5.0%
reduction
edges
(321
to
305)
density
decline
(1.07
1.02)
as
thresholds
tightened,
contrasting
dry-season
retaining
99.38%
connectivity
(324
322
edges)
stable
(0.99).
Seasonal
shifts
classification
(A-4(1)/ML
A-2(1)/SM
underscored
moisture-driven
plasticity
changes.
The
findings
highlight
implications
adaptive
design,
emphasizing
moisture-resistant
materials
optimized
periods.
Язык: Английский
Stabilization of Expansive Soils Using Cement–Zeolite Mixtures: Experimental Study and Lasso Modeling
Materials,
Год журнала:
2025,
Номер
18(10), С. 2286 - 2286
Опубликована: Май 14, 2025
The
stabilization
of
expansive
soils
is
crucial
for
the
construction
projects
to
mitigate
swelling,
shrinkage,
and
bearing
capacity
issues.
This
study
investigates
synergistic
effects
cement
clinoptilolite
zeolite
on
stabilizing
high-plasticity
clay
(CH)
soil
from
Kano
State,
Nigeria.
A
total
30
admixture
combinations-cement
(0-8%)
(0-15%)-were
tested
via
standardized
laboratory
methods
evaluate
their
free
swell
index
(FSI),
percentage,
pressure,
California
Bearing
Ratio
(CBR).
Principal
component
(Lasso)
"least
absolute
shrinkage
selection
operator"
regression
modeled
interactions
between
admixtures
properties.
key
results
include
following:
(1)
6%
+
12%
reduced
FSI
by
60%
(45
→
18);
(2)
8%
15%
decreased
percentage
47.8%
(22.5%
11.75%);
(3)
lowered
pressure
54.2%
(240
kPa
110
kPa);
(4)
50%
(5.6%
2.8%);
(5)
9%
achieved
an
unsoaked
CBR
80.01%
soaked
72.79%
(resilience
ratio:
0.8010).
PCLR
models
explained
93.5%
(unsoaked)
75.0%
(soaked)
variance,
highlighting
how
zeolite's
mediation
analysis
indicates
that
improves
mainly
reducing
(path
coefficient
=
-0.91429,
p
<
0.0001),
while
conditional
process
modeling
provided
greater
explanatory
power
(R2
0.745)
compared
moderation-only
0.618).
demonstrates
zeolite-cement
blends
optimize
strength
resilience
in
soils,
with
implications
sustainable
infrastructure
arid
semi-arid
regions.
Язык: Английский
Performance Analysis of Hybrid Steel–Concrete and Timber–Concrete Composite Pile Systems in Variable Density Sandy Soils Using Experimental and Numerical Insights
Applied Sciences,
Год журнала:
2025,
Номер
15(11), С. 5868 - 5868
Опубликована: Май 23, 2025
Hybrid
composite
pile
foundations
face
critical
challenges
in
terms
of
optimizing
load
transfer
mechanisms
across
variable
soil
densities,
particularly
regions
like
Kano,
Nigeria,
characterized
by
loose
to
dense
sandy
deposits
and
fluctuating
groundwater
levels.
This
study
addresses
the
need
for
sustainable,
high-performance
foundation
systems
that
are
adaptable
diverse
geotechnical
conditions.
The
research
evaluates
mechanical
behavior
steel–concrete
timber–concrete
hybrid
piles,
quantifying
skin
friction
dynamics,
combining
eight
(8)
classical
ultimate
bearing
capacity
(UBC)
methods
(Vesic,
Hansen,
Coyle
Castello,
etc.)
with
numerical
simulations,
assessing
distribution
sand
relative
densities
(10%,
35%,
50%,
75%,
95%).
Laboratory
investigations
included
characterization
Wudil
River
well-graded
(SW),
direct
shear
tests,
interface
tests
on
materials.
Relative
were
calibrated
using
electro-pneumatic
compaction.
Increasing
Dr
from
10%
95%
reduced
void
ratios
(0.886–0.476)
permeability
(0.01–0.0001
cm/s)
while
elevating
dry
unit
weight
(14.1–18.0
kN/m3).
Skin
angles
rose
12.8°
(steel–concrete)
37.4°
(timber–concrete)
at
=
95%,
timber
interfaces
outperforming
steel
7.4°
10%.
UBC
piles
spanned
353.1
kN
10%)
14,379
95%),
achieved
9537.5
(Hansen,
PLAXIS
simulations
aligned
closely
Vesic’s
predictions
(14,202
vs.
kN).
underscores
significance
density,
material
interfaces,
method
selection
design.
Язык: Английский