where E(xi) is the variable main effect, Mþ
i and M
i are the
response of the experiments(efficiency of ethanol yield), in
which the independent variable(xi) was at high and low
concentrations, respectively, and N is the total number of
trials. Experimental error was estimated by calculating the
variance among three dummy variables using Equation (3),