Table 3 Input and predicted output parameters from ML system, the experimental results obtained using the predicted parameters and the error.

From: Development of hydrophobic paper substrates using silane and sol–gel based processes and deriving the best coating technique using machine learning strategies

Sample input

Predicted output parameters

Experimental result

Error

M

IC

FCF

FCB

CM

CT

N

IC

FCF

FCB

FCF

FCB

1

0

0

0

1

1

0

0

0

0

0

0

1

0

85

85

1

1

1

0

88.6

84.9

3.6

− 0.1

1

0

120

95

1

3

3

0

116.4

92.1

− 3.6

− 2.9

1

0

140

140

1

1

4

0

144.5

143.9

4.5

3.9

1

0

155

115

2

3

5

0

156.8

112.6

1.8

− 2.4