ABSTRACT Renewable energies have been occupying more and space in energy matrices worldwide, lignocellulosic biomasses are promising for these sources. This study aimed to develop a fuzzy model optimize the ferrous sulfate concentration temperature pre-treatment of elephant grass. Five concentrations (10, 15, 20, 25 30 mM) three temperatures (25, 40 55 ºC) were used as input. The application ev...