A trial run using the scoring objective in equation ( ) is displayed in Figure . From the first generations, the catalysts are scattered but well scoring along the y-axis. As evolution progresses, the population move towards a front of well scoring molecules in both dimensions. This highlights the effectiveness of using this approach as the GA is able to optimize in both dimensions on the GFN2 energy surface.