The effect of the factors (dilution rate, nitrogen source concentration and micro-aeration rate) on the response variables (concentrations of biomass, ethanol, reducing sugars and volatile compounds, and the ki- netic parameters) were analyzed by multifactorial design (Statgraphics plus 4 software).