“…As a result, they are simple, adequate to study the influence of operating parameters on the composition of the syngas (Hian, Saleh, and Abdul Samad, 2016;Rodrigues et al, 2016;Ruggiero and Manfrida, 1999), but they are only valid under chemical equilibrium conditions (Rodrigues et al, 2016). Other approaches involve Neural Networks and Computational Fluid Dynamics (CFD) (Costa et al, 2015;George, Arun, and Muraleedharan, 2016;La Villetta, Costa, and Massarotti, 2017).…”