1. Long-term Testing: Evaluating performance over extended periods under realistic conditions. 2. Characterization Techniques: Methods like X-ray diffraction (XRD), Transmission Electron Microscopy (TEM), and Surface Area Analysis (BET) help monitor structural changes. 3. Post-reaction Analysis: Examining spent catalysts for signs of deactivation mechanisms such as coking, sintering, or poisoning.