Hence, considering the current progress and the development potential of fuels produced by blends of biofuels and conventional fuels to pursue more environmentally friendly energy sources, this work aims to investigate FP modeling using neural networks for biofuel mixtures, including newly measured data for butanol and Fatty Acid Ethyl Esters (FAEEs) mixtures.