Detection of insufficient pre-treatment can be done through several methods:
Characterization techniques such as X-ray diffraction (XRD), scanning electron microscopy (SEM), and surface area analysis can reveal improper phase formation or surface contamination. Catalytic performance tests can show lower activity or selectivity. Chemical analysis can detect the presence of residual impurities.