The preparation of single atom catalysts involves techniques such as atomic layer deposition, wet impregnation, and strong electrostatic adsorption. These methods ensure the uniform dispersion of individual atoms on the support material. Advanced characterization techniques like scanning transmission electron microscopy (STEM) and X-ray absorption spectroscopy (XAS) are employed to confirm the presence and distribution of single atoms.