Each advanced characterization technique provides unique information about catalysts. By combining multiple techniques, researchers can obtain a comprehensive understanding of catalyst properties. For example, TEM and SEM provide morphological information, while XRD and XPS offer structural and compositional insights. FTIR and Raman spectroscopy reveal surface chemistry, and NMR provides local environment details.