The influence of mixed catalysts for the high yield production of carbon nanotubes (CNTs) has been studied systematically. Based on extensive experimental data a Catalyst Volume to Surface Area (CVSA) model was developed to understand the influence of the process parameters on the yield and CNT diameter distribution. In our study, we present a refined version of the CVSA model developed by combining experiments and simulations.