The near-surface charge states of the catalyst materials were investigated using XPS.
Figs. 2a and
b present the XPS spectra of TiO
2−x, revealing the predominant presence of Ti and O elements of TiO
2−x. The Ti 2p peaks of TiO
2−x are located at 464.7 eV and 459.0 eV, corresponding to the 2p
1/2 and 2p
3/2 states of Ti
4+, respectively. These binding energies are lower than the Ti 2p peaks in pure anatase, which are at 465.5 eV and 459.5 eV, indicating a shift towards lower binding energy possibly due to electron gain from oxygen-deficient atoms in TiO
2. In the O 1s spectrum, the three peaks at 529.7, 532.6, and 533.4 eV correspond to lattice oxygen in O-Ti, oxygen atoms near oxygen vacancies, and surface-adsorbed water molecules, respectively. Notably, the peak at 532.6 eV has a larger area, suggesting a significant presence of oxygen vacancies [
55]. This is advantageous for fine-tuning the chemical and electronic structures of the material surface, promoting enhanced reactivity. To further validate the generation of oxygen vacancies, Raman spectroscopy was performed on the materials, as shown in
Fig. 2c. The Raman peaks corresponding to the anatase and rutile phases of titanium dioxide were detected in TiO
2−x, consistent with XRD results. The peak at 142 cm
−1 is attributed to the E
g vibrational mode of the anatase phase, the peak at 515 cm
−1 to the A
1g + B
1g vibrational mode of the anatase phase, the peak at 448 cm
−1 to the E
g vibrational mode of the rutile phase, and the peak at 612 cm
−1 to the A
1g vibrational mode of the rutile phase. Anatase phase of titanium dioxide belongs to the tetragonal crystal phase, and in the tetragonal crystal system, changes in the vibrational peak of the E
g mode can serve as direct evidence of oxygen vacancy defect formation. The generation of oxygen vacancies can enhance the sample’s conductivity and charge transfer capability [
56]. By comparing the most intense vibrational peaks of the E
g mode for all materials in the anatase phase (~142 cm
−1), it is observed that the TiO
2−x material is anchored by Pd atoms, lattice defects are induced by the strong Pd-O bonding interaction, resulting in more oxygen vacancies, and the crystallinity of TiO
2−x changes, resulting in wider distribution of vibration modes [
57,
58]. Additionally, electron paramagnetic resonance spectroscopy (EPR) was employed to further confirm the presence of oxygen vacancies in the materials [
59]. The results, as shown in
Fig. 2d, reveal no apparent EPR peaks in TiO
2, while TiO
2−x and Pd@TiO
2−x(1.5%) both exhibit a sharp peak at
g = 2.003, consistent with the characteristic EPR peak of oxygen vacancies [
60]. Moreover, at
g = 1.983, there is no distinct Ti
3+ peak, indicating that the oxygen vacancies in TiO
2−x and Pd@TiO
2−x(1.5%) are generated during the crystalline phase transition in a high-temperature argon atmosphere. Similar phenomena have been reported in previous literature. From the spectra, it is evident that the signal peak of oxygen vacancies is significantly enhanced when single-atom Pd is loaded onto the TiO
2−x carrier [
61]. This enhancement is attributed to the strong interaction between Pd and the TiO
2−x carrier after the introduction of single-atom Pd, forming a robust Pd-O bonding, thereby facilitating the generation of oxygen vacancies on the carrier. By comparing the intensities of characteristic peaks, it is inferred that single-atom Pd, when combined with the TiO
2 carrier, provides the maximum abundance of oxygen vacancies [
62]. High-resolution X-ray photoelectron spectroscopy was performed on Pd-loaded TiO
2−x with different proportions to determine the chemical states of different Pd forms, as shown in Fig. S5 (Supporting information). The Pd 3d
5/2 peaks of Pd@TiO
2−x(1.5%) (336.4 eV), Pd@TiO
2−x(3%) (336.2 eV), Pd@TiO
2−x(6%) (335.4 eV), and Pd@TiO
2−x(10%) (335.1 eV) are located between Pd
0 (335.0 eV) and Pd
2+ (337.9 eV), indicating that Pd is in an oxidized state. With increasing Pd loading, the binding energy of Pd 3d shifts towards lower energy, suggesting a strong interaction between highly dispersed Pd single atoms and clusters with the TiO
2−x carrier. The binding energies of Pd@TiO
2−x(1.5%) and Pd@TiO
2−x(3%) for Pd 3d
3/2 are 341.7 eV and 340.9 eV, respectively. No peaks at 335.0 eV are observed for the single-atom and cluster forms, indicating the absence of distinct Pd-Pd bonds on these two materials [
63]. This is consistent with TEM results, confirming the successful anchoring of isolated single atoms and clusters on the TiO
2−x carrier. Furthermore, the higher binding energy of single-atom Pd compared to cluster Pd and nano Pd indicates a stronger interaction between single-atom Pd and the TiO
2−x carrier.