Preparation methods for catalyst particles vary depending on the desired properties and application. Common techniques include impregnation, co-precipitation, sol-gel methods, and chemical vapor deposition. Each method has its advantages and limitations, influencing factors like particle size distribution, surface area, and the strength of the active sites.