Materials science is essential in the development of new catalysts with enhanced properties. By understanding the structure-property relationships, researchers can design materials with specific surface areas, pore structures, and electronic properties that improve catalytic performance. Advanced characterization techniques such as X-ray diffraction (XRD), transmission electron microscopy (TEM), and spectroscopy are often employed to analyze these materials.