Unraveling the water quality-ecosystem nexus using Kalman filter-driven models and feature analysis under uncertainty
Journal of Hydrology,
Год журнала:
2025,
Номер
unknown, С. 133092 - 133092
Опубликована: Март 1, 2025
Язык: Английский
The application of Simulated Annealing Algorithm, Firefly Algorithm, Invasive Weed Optimization, and Shuffled Frog Leaping Algorithm for prediction of Water Quality Index
Feridon Ghadimi,
Saeed Zolfaghari Moghaddam
Research Square (Research Square),
Год журнала:
2025,
Номер
unknown
Опубликована: Фев. 10, 2025
Abstract
Groundwater
is
a
vital
resource
for
drinking
water,
agriculture,
and
industry
worldwide.
Effective
groundwater
quality
management
crucial
safeguarding
public
health
ensuring
ecological
sustainability.
Hydrogeochemical
data
modeling
widely
utilized
to
predict
using
various
approaches.
The
method
proposed
in
this
study
leverages
an
intelligent
model
combined
with
chemical
compositions.
Sampling
was
conducted
from
175
agricultural
wells
the
Arak
Plain.
By
utilizing
hydrogeochemical
performing
correlation
sensitivity
analyses,
key
compositions
were
identified:
Ca²⁺,
Cl⁻,
EC,
HCO₃⁻,
K⁺,
Mg²⁺,
Na⁺,
pH,
SO₄²⁻,
TDS,
NO₃⁻.The
predicted
Water
Quality
Index
(WQI)
values
composition
artificial
neural
network
(ANN)
model.
of
served
as
model’s
input,
while
WQI
treated
output.
To
enhance
ANN's
accuracy,
several
optimization
algorithms
used,
including:
Simulated
Annealing
Algorithm
(SAA),
Firefly
(FA),
Invasive
Weed
Optimization
(IWO),
Shuffled
Frog
Leaping
(SFLA).The
comparison
results
indicated
that
ANN-SAA
outperformed
other
models.
R²
MSE
predicting
training
data:
=
0.8275,
0.0303
test
0.7357,
0.0371.These
demonstrate
provides
reliable
accurate
index
values,
offering
valuable
tool
assessment
management.
Язык: Английский
A Novel Approach for Water Resources Management to Accurate River Flow Prediction: Utilization of Linear Programming and Weighted Ensemble Learning
Water Resources Management,
Год журнала:
2025,
Номер
unknown
Опубликована: Май 7, 2025
Язык: Английский
Improving long-term water quality forecasting with limited data using hidden pattern extraction and explainable ensemble learning
Journal of Water Process Engineering,
Год журнала:
2025,
Номер
75, С. 107946 - 107946
Опубликована: Май 19, 2025
Язык: Английский
The Application of Artificial Intelligence in Predicting the Effect of Gravel and Vegetation Cover on the Urban Runoff Volume Using Experimental Data
Water Resources Management,
Год журнала:
2025,
Номер
unknown
Опубликована: Май 22, 2025
Язык: Английский
A new framework for water quality instabilities simulation by artificial intelligence approaches and optimization algorithms under uncertainty
Environment Development and Sustainability,
Год журнала:
2025,
Номер
unknown
Опубликована: Май 24, 2025
Язык: Английский
A comprehensive study of water quality in the Western Black Sea: Implementation of prospective human health risk assessment in Kastamonu, Turkey
Environmental Monitoring and Assessment,
Год журнала:
2025,
Номер
197(6)
Опубликована: Май 30, 2025
Язык: Английский
Advancing Water Quality Assessment and Monitoring with a Robust Stacked Ensemble Method
Water Resources Management,
Год журнала:
2024,
Номер
unknown
Опубликована: Дек. 30, 2024
Язык: Английский