Thermal treatment, or calcination, involves heating the catalyst to high temperatures in an inert or reactive atmosphere. This process can remove carbonaceous deposits and other contaminants. For example, heating in an oxygen-rich environment can burn off accumulated carbon, a common cause of fouling.