Optimization of catalyst formulation is a complex process that involves varying the ratios of the active component, support, and promoters, as well as the method of preparation. Techniques such as impregnation, co-precipitation, and sol-gel are used to prepare catalysts with specific characteristics. Analytical methods like X-ray diffraction (XRD) and scanning electron microscopy (SEM) are employed to study the catalyst's structure and surface properties.
