The kinetic model from Quiceno et al. was included as a library of reactions for RMG to draw from as needed. RMG models were created to be valid at temperatures ranging from 400 K to 2000 K, a pressure of 1 bar, inlet gas stoichiometries with atomic C/O ratios (the ratio of carbon to oxygen atoms in the feed) from 0.6 to 2.6, a surface site density of 2.72 × 10 -9 mol/cm 2 , 60 a catalyst area per volume of 1.6 × 10 4 m -1 , 60 with RMG's simulation solver tolerances of atol = 10 -18 , rtol = 10 -12 , and = 10 -1 . 81 models were created independently for surfaces with 9 carbon adsorption energies ranging from -2.0 eV to -7.5 eV and 9 oxygen adsorption energies ranging from -1.5 eV to -6.5 eV. Model generation was halted after the characteristic flux of the system was less than 1% of the maximum characteristic flux reached throughout the model generation, indicating the system had finished reacting.