“…Some are based on empirical equations for the activity coefficients, such as Margules and Van Laar; others such as Wilson (1964), NRTL (Renon and Prausnitz, 1968) and UNIQUAC (Abrams and Prausnitz, 1976), use the local composition concept, and finally ASOG (Kojima and Tochigi, 1979) and UNIFAC (Fredenslund et al, 1975), use the group contribution concept. Other approaches with a sound theoretical background are the association equations of state (EoS) such as the Statistical Associating Fluid Theory (SAFTEoS) (Barreau et al, 2010), and the Cubic-Plus-Association (CPA EoS) (Follegatti-Romero et al, 2012a, 2012bOliveira et al, 2010;Oliveira et al, 2009;Oliveira et al, 2008;Oliveira et al, 2007). Although there are several works using artificial neural networks to predict vapor-liquid (Nguyen et al, 2007;Urata et al, 2002) and liquid-liquid (Ghanadzadeh et al, 2012;Gebreyohannes et al, 2013) equilibrium data, no prior investigation for systems related to ethylic biodiesel production and purification was found in the open literature.…”