“…For example, XPS is widely used to detect the surface valence states of elements of catalysts; however, the ultrahigh vacuum condition of the traditional XPS may also affect the surface valence states of CeO 2 -based catalysts during the test, which may not reflect the exact surface composition. Low-temperature ESR can be used to identify oxygen vacancies formed in CeO 2 -based catalysts that play an important role in the chemisorption of substrates and formation of specific reaction intermediates, whereas the concentration of oxygen vacancies and the type of reaction intermediates in the actual reaction systems may also be different from the ESR results due to their different temperatures. , To better observe the dynamics during catalytic processes and construct structure-performance correlations, various advanced characterization techniques as well as proper in situ and operando reaction cells and related measurement protocols have been applied to identify reaction intermediates and active sites during the catalytic process with the aim to provide deep mechanistic insights into the fundamentals of heterogeneous catalysis, such as in situ INS spectroscopy, in situ ambient pressure XPS, in situ XAS, in situ nuclear magnetic resonance, synchronous illumination X-ray photoelectron spectroscopy (SIXPS). , Several in situ and operando characterization techniques have also been applied in the mechanistic studies over CeO 2 -based catalysts such as in situ Raman spectroscopy, in situ quadrupole mass spectrometer, in situ TEM, in situ UV–vis spectroscopy, in situ DRIFTS, ,,, or their combinations . For example, in situ DRIFTS is often used to investigate the chemisorption and transformation of reactants with the surface active sites at various temperatures, especially for the gas-phase reactions on CeO 2 -based catalysts. , In the work from Wu et al, in situ INS and in situ DRIFTS were used to discriminate the role of surface cerium hydride (Ce-H) and hydroxyl (OH) groups in the acetylene semihydrogenation over CeO 2 , which explain the reaction mechanism including not only the surface chemistry but also the nature of the active hydrogen species for selective hydrogenation over ceria .…”