Traditional regeneration methods include thermal treatment, chemical treatment, and solvent extraction. Thermal treatment involves heating the catalyst in the presence of air or other reactive gases to burn off carbonaceous deposits. Chemical treatment uses oxidizing or reducing agents to remove poisons or regenerate active sites. Solvent extraction involves using solvents to dissolve and wash away impurities. While effective, these methods can sometimes lead to catalyst degradation over repeated cycles.