However, as the evolution proceeded, the average loading of Mg, Zn, Y, and Hf gradually increased and remained high until the final generation, indicating their importance for the ETB reaction. Conversely, the average loading of Ni, Al, and Cr decreased with the evolution of the catalysts. This study resulted in the discovery of 24 catalysts with a BD yield of 60% and above.