Despite the progress in computational methods, experimental validation remains indispensable. Techniques such as X-ray diffraction (XRD), nuclear magnetic resonance (NMR), and scanning electron microscopy (SEM) are crucial for characterizing the structure and composition of catalysts. Furthermore, reaction testing under realistic conditions is necessary to confirm the catalyst's practical applicability.
