Thermal regeneration involves heating the deactivated catalyst to high temperatures in the presence of a controlled atmosphere, usually consisting of air or oxygen. This process aims to remove the deactivating species, such as carbon deposits, and restore the catalyst's active sites. The heating process can oxidize or volatilize the contaminants, making the catalyst active again.