Coded variables (Xi)

Factors (Ui)

Experimental field

Min value

Max value

Screening

X1

Temperature (U1)

30˚C

80˚C

X2

Stirring speed (U2)

300 rpm

1100 rpm

X3

Reaction time (U3)

45 min

145 min

X4

type of alcohol (U4)

EtOH

MeOH

X5

Type of catalyst (U5)

H2SO4

KOH

Full factorial design

X1

Temperature (U1)

70˚C

90˚C

X2

Stirring speed (U2)

100 rpm

300 rpm

X3

Reaction time (U3)

125 min

165 min

X4

type of alcohol (U4)

EtOH

X5

Type of catalyst (U5)

H2SO4

Central composite design

X1

Temperature (U1)

90˚C

X2

Stirring speed (U2)

200 rpm

400 rpm

X3

Reaction time (U3)

105 min

145 min

X4

type of alcohol (U4)

EtOH

X5

Type of catalyst (U5)

H2SO4