Table 4.5 (continued)
Case
Study
Predictors
Method
Reference
Distance from intrusive
mafic rocks
Distance from metamorphic rocks
Sedimentary rocks
Distance from normal
faults
Distance from rivers
3
Electrical conductivity
Multilayer perceptron
Barzegar et al.
(2017)
pH
Support vector machine
Ca
2+
Extreme learning machine
Mg
2+
Na
+
K
+
HCO 3
À
CO 3
2À
Cl
À
SO
2À
4
F
À
4
Electrical conductivity
Fuzzy logic
Nadiri et al.
(2013)
pH
Artificial neural network
Ca
2+
Neuro-fuzzy
Mg
2+
Committee machine with artificial
intelligence
Na
+
K
+
HCO 3
À
CO 3
2À
Cl
À
SO 4
2À
F
À
SiO 2
5
C a
2+
Instance-based k-nearest neighbors Khosravi et al.
(2019)
Mg
2+
Locally weighted learning
Na
+
K-star algorithm
K
+
Regression by discretization
HCO 3
À
CO 3
2À
Cl
À
SO 4
2À
F
À
4 Application of Artificial Intelligence in Predicting Groundwater Contaminants
93
Case
Study
Predictors
Method
Reference
Distance from intrusive
mafic rocks
Distance from metamorphic rocks
Sedimentary rocks
Distance from normal
faults
Distance from rivers
3
Electrical conductivity
Multilayer perceptron
Barzegar et al.
(2017)
pH
Support vector machine
Ca
2+
Extreme learning machine
Mg
2+
Na
+
K
+
HCO 3
À
CO 3
2À
Cl
À
SO
2À
4
F
À
4
Electrical conductivity
Fuzzy logic
Nadiri et al.
(2013)
pH
Artificial neural network
Ca
2+
Neuro-fuzzy
Mg
2+
Committee machine with artificial
intelligence
Na
+
K
+
HCO 3
À
CO 3
2À
Cl
À
SO 4
2À
F
À
SiO 2
5
C a
2+
Instance-based k-nearest neighbors Khosravi et al.
(2019)
Mg
2+
Locally weighted learning
Na
+
K-star algorithm
K
+
Regression by discretization
HCO 3
À
CO 3
2À
Cl
À
SO 4
2À
F
À
4 Application of Artificial Intelligence in Predicting Groundwater Contaminants
93
