Study on the Influence of Fly Ash and Cementitious Crystalline Water Proof on the Mechanical Properties and Permeability of Fiber-Reinforced Cement-Based Materials
Jianbin Ma,
No information about this author
Jia Guo,
No information about this author
Xiaolan Su
No information about this author
et al.
Published: Jan. 1, 2024
Language: Английский
Machine Learning Driven Fluidity and Rheological Properties Prediction of Fresh Cement-Based Materials
Materials,
Journal Year:
2024,
Volume and Issue:
17(22), P. 5400 - 5400
Published: Nov. 5, 2024
Controlling
workability
during
the
design
stage
of
cement-based
material
mix
ratios
is
a
highly
time-consuming
and
labor-intensive
task.
Applying
artificial
intelligence
(AI)
methods
to
predict
optimize
materials
can
significantly
enhance
efficiency
design.
In
this
study,
experimental
testing
was
conducted
create
dataset
233
samples,
including
fluidity,
dynamic
yield
stress,
plastic
viscosity
materials.
The
proportions
cement,
fly
ash
(FA),
silica
fume
(SF),
water,
superplasticizer
(SP),
hydroxypropyl
methylcellulose
(HPMC),
sand
were
selected
as
inputs.
Machine
learning
(ML)
employed
establish
predictive
models
for
these
three
early
indicators.
To
improve
prediction
capability,
optimized
hybrid
models,
such
Particle
Swarm
Optimization
(PSO)-based
CatBoost
XGBoost,
adopted.
Furthermore,
influence
individual
input
variables
on
each
indicator
examined
using
Shapley
Additive
Explanations
(SHAP)
Partial
Dependence
Plot
(PDP)
analyses.
This
study
provides
novel
reference
achieving
rapid
accurate
control
workability.
Language: Английский
Study on Corrosion Resistance and Microstructure of Modified Sediment Geopolymer Materials
Changming Li,
No information about this author
Huilin Liu,
No information about this author
Xiaoxiong Chai
No information about this author
et al.
Materials Today Sustainability,
Journal Year:
2024,
Volume and Issue:
29, P. 101048 - 101048
Published: Nov. 15, 2024
Language: Английский
Investigation of the performance and life cycle assessment of alkali-activated sintered sludge-slag-based permeable concrete
Xiaohui Ning,
No information about this author
Jiayang Zhang,
No information about this author
Chao Zhuang
No information about this author
et al.
Frontiers in Materials,
Journal Year:
2024,
Volume and Issue:
11
Published: Nov. 19, 2024
As
urbanization
continues
to
accelerate,
the
application
of
permeable
concrete
is
becoming
an
increasingly
prevalent
practice.
Nevertheless,
carbon
dioxide
emission
issue
associated
with
traditional
cannot
be
overlooked.
In
this
study,
alkali-activated
sintered
sludge
and
slag
were
employed
as
raw
materials
prepare
sludge-slag-based
concrete.
The
effects
calcination
temperature,
content,
binder-to-aggregate
ratio
on
compressive
strength,
porosity,
permeability
coefficient
investigated
through
implementation
one-way
experiments.
formation
mechanism
was
analyzed
using
scanning
electron
microscopy-energy
dispersive
spectroscopy
(SEM-EDS),
a
assessment
performed.
findings
indicated
that
increase
in
content
resulted
notable
decline
28-day
accompanied
by
reduction
Ca/Si
C-A-S-H
hydration
products,
from
1.08
0.35.
Conversely,
demonstrated
abiotic
losses
declined
markedly
effectively
mitigating
burden
construction
materials.
Language: Английский