The identification of suitable promoters or inhibitors involves a combination of experimental studies and theoretical calculations. Techniques such as X-ray diffraction (XRD), electron microscopy, and spectroscopy are commonly used to study the structural and electronic properties of catalysts. Computational methods like Density Functional Theory (DFT) can also provide insights into how promoters or inhibitors interact with the active sites.