Aggregates can form through various mechanisms such as precipitation, coalescence, and sintering. During catalyst preparation, factors like temperature, pH, and concentration of precursor materials can influence aggregate formation. In some cases, aggregates form unintentionally during catalytic reactions due to conditions like high temperatures, which can cause particles to agglomerate and sinter.