REFERENCES

1. Jia, H.; Yao, S.; Tang, X.; et al. Multi-objective machine learning for health-oriented O3 and PM2.5 control: Integrating VOC photochemical consumption and source apportionment. J. Hazard. Mater. 2026, 505, 141483.

2. Sun, R.; You, G.; Song, D.; Feng, M.; Liu, H.; Xie, S. Characteristics and sources of ambient VOCs under varying PM2.5 levels in winter. Atmos. Environ. 2026, 370, 121826.

3. Biard, P. Volatile organic compounds absorption in non-aqueous solvents: a critical review based on hydrodynamics and mass transfer considerations. Chem. Eng. J. 2025, 512, 162413.

4. Liang, W.; Ma, C.; Zhu, Y.; Liu, J. Performance and mechanism of modified red mud for the toluene adsorption. J. Environ. Chem. Eng. 2025, 13, 115587.

5. Zhang, S.; Yao, L.; Xu, B.; Yang, L.; Dai, Z.; Jiang, W. Recent advances in zeolite-based materials for volatile organic compounds adsorption. Sep. Purif. Technol. 2024, 350, 127742.

6. Zhang, Y.; Sun, J.; Pan, W.; et al. CeO2-based catalysts for photocatalytic degradation of volatile organic compounds: a comprehensive review. J. Environ. Manage. 2025, 389, 126146.

7. Liu, Y.; Wang, Z.; Chen, P.; Chen, L.; Yin, S. Universal pseudo-fluctuation engineering induces local free radical surface confinement effect to enhance photocatalytic oxidation of toluene. Appl. Catal. B:. Environ. Energy. 2026, 380, 125806.

8. Feng, Y.; Chu, P.; Hou, Z.; et al. Single-atom catalysts in the photothermal catalysis: fundamentals, mechanisms, and applications in VOCs oxidation. Chem. Synth. 2025, 5, 64.

9. Zhong, X.; Fang, H.; Chen, J.; Shen, J.; Rui, Z. Micro-environmental modulation of TiO2-supported bimetallic CuAg by carbon quantum dots for promoting photothermal catalytic VOCs degradation. Catal. Sci. Technol. 2025, 15, 6513-23.

10. Chen, X.; Weng, B.; Pan, X.; et al. Unraveling the trade-off effect of oxygen vacancies for photothermal catalytic mineralization of multicomponent VOCs under convergent ambient sunlight. Appl. Catal. B. Environ. Energy. 2026, 380, 125752.

11. Guo, W.; Hao, Z.; Wang, Q.; et al. Targeted regulation of d-band center in LaCo1-xNixO3 perovskite toward Sabatier-optimized catalytic oxidation of VOCs. Appl. Catal. B:. Environ. Energy. 2025, 378, 125640.

12. Chen, J.; Fang, Q.; Yu, H.; et al. Oxygen vacancy regulation in Cobalt-based catalysts for the degradation of volatile organic compounds: strategies and mechanisms. J. Colloid. Interface. Sci. 2026, 709, 139931.

13. Ben Soltan, W.; Souli, I.; Sboui, M.; et al. Unveiling highly active sites on ZSM-5 zeolite modified with Ti and Mn metals: insights into the catalytic oxidation mechanism of VOCs. J. Environ. Chem. Eng. 2026, 14, 120551.

14. Li, X.; Lu, X.; Zhou, S.; Yao, C.; Chen, Y. Engineering atomically dispersed Pd on nanomineral supported CeO2 via photo-deposition for low-temperature catalytic oxidation of VOCs. Chem. Eng. J. 2026, 530, 173431.

15. Pang, J.; Li, Q.; Su, G.; et al. Tailoring dual high-valence Cu-O-Mn active sites to enhance VOC catalytic oxidation. Environ. Sci. Technol. 2025, 59, 9812-26.

16. Tan, Z.; Du, X.; Wang, P.; et al. Engineering oxygen vacancy in metal oxides for catalytic oxidation of VOCs: classification, catalytic effects, and construction strategies. Coord. Chem. Rev. 2026, 560, 217911.

17. Yang, W.; He, T.; Huang, W.; Zhang, Y.; Shan, W.; An, T. Tunning Pd local environments for catalytic oxidation of light VOCs and CO: influence of Ce addition. J. Environ. Sci. 2026.

18. Li, J.; Xu, Z.; Wang, T.; et al. A versatile route to fabricate Metal/UiO-66 (Metal = Pt, Pd, Ru) with high activity and stability for the catalytic oxidation of various volatile organic compounds. Chem. Eng. J. 2022, 448, 136900.

19. Xu, Z.; Li, J.; Wang, X.; Wang, T.; Li, D.; Ao, Z. Pt-Co bimetals supported on UiO-66 as efficient and stable catalysts for the catalytic oxidation of various volatile organic compounds. Mater. Today. Chem. 2023, 29, 101403.

20. Li, J.; Xu, Z.; Zhou, J.; et al. Electron-deficient Pt NPs/UiO-66 catalysts: boosting efficiency and suppressing toxic byproducts in the oxidation of diverse volatile organic compounds. Appl. Catal. B. Environ. Energy. 2026, 390, 126627.

21. Xie, J.; He, X.; Liu, K.; Li, W.; Li, Z. Carboxylic acid modulated in situ growth of Zr-based MOFs on carboxylated cotton fabrics for removal of Cr(VI) from aqueous solutions. Sep. Purif. Technol. 2024, 351, 128043.

22. Vo, T. K.; Le, V. N.; Quang, D. T.; Song, M.; Kim, D.; Kim, J. Rapid defect engineering of UiO-67 (Zr) via microwave-assisted continuous-flow synthesis: effects of modulator species and concentration on the toluene adsorption. Micropor. Mesopor. Mater. 2020, 306, 110405.

23. Su, S.; Cao, Y.; Ren, Y.; Jiang, H.; Wu, W. Tuning the electronic states of Pd(II) defect-engineered metal-organic framework catalysts for efficient conversion of isocyanides. Commun. Chem. 2025, 8, 105.

24. Bi, F.; Feng, X.; Huang, J.; et al. Unveiling the influence mechanism of impurity gases on Cl-containing byproducts formation during VOC catalytic oxidation. Environ. Sci. Technol. 2025, 59, 15526-37.

25. Bi, F.; Wei, J.; Gao, B.; et al. How the most neglected residual species in MOF-based catalysts involved in catalytic reactions to form toxic byproducts. Environ. Sci. Technol. 2024, 58, 19797-806.

26. Lu, Z.; Guo, L.; Bi, F.; et al. Insight into the degradation mechanism of mixed VOCs oxidation over Pd/UiO-66(Ce) catalysts: combination of operando spectroscopy and theoretical calculation. Sep. Purif. Technol. 2025, 354, 129443.

27. Dong, X.; Lin, Y.; Ma, Y.; Zhao, L. Ce-doped UiO-67 nanocrystals with improved adsorption property for removal of organic dyes. RSC. Adv. 2019, 9, 27674-83.

28. Zhang, Y.; Liu, H.; Wang, D.; Qu, W.; Tian, Z. Enhancing the catalytic performance of Pt-Sn-TiO2 catalyst for aqueous-phase water-gas shift reaction by constructing an oxide-covered metal particle structure. Chem. Eng. J. 2026, 535, 175793.

29. Shan, C.; Jia, Q.; Zhang, Y.; et al. Defect engineering regulating the electronic structure of Pt/TiO2 to tackle the trade-off between activity and SO2 resistance during CO catalytic oxidation. J. Catal. 2026, 459, 116922.

30. Zhai, Y.; Zhang, Y.; Gao, X.; et al. Machine-learning-assisted intelligent identification of antibiotics using a rare-earth-functionalized metal-organic frameworks fluorescent sensor. Dyes. Pigments. 2026, 251, 113730.

31. Sang, J. L.; Liu, Q.; Zhang, Y.; Liu, M. Interface-assembled batch synthesis of homogeneous 2D-AgPd nanosheets toward electrocatalytic CO2 to CO. Greenverse. Sci. 2026, 1, 5.

32. Zhou, D.; Zhang, Z.; Dong, H.; et al. In situ electronic modulation of g-C3N4/UiO66 composites via N species functionalized ligands for enhanced photocatalytic CO2 reduction. Sep. Purif. Technol. 2025, 379, 134964.

33. Guo, X.; Dong, C.; Gao, M.; et al. Crystal-facet-dependent activity and N2 yield of Ag/CeO2 catalysts for catalytic oxidation of N, N-Dimethylformamide. Appl. Catal. B. Environ. 2024, 341, 123286.

34. Lv, S.; Guo, F.; Li, K.; Wang, D.; Gao, H.; Song, C. The synergistic effect of Cl doping and Bi coupling to promote the carrier separation of BiOBr for efficient photocatalytic nitrogen reduction. J. Colloid. Interface. Sci. 2025, 677, 831-41.

35. Xu, L.; Wang, J.; Li, Y.; et al. Heterointerfacial charge modulation of p-Type covalent organic frameworks on graphene achieving high-performance Cl- ion storage with ultralong cycling life. Angew. Chem. Int. Ed. 2025, 64, e202508092.

36. Zhang, K.; Dai, L.; Liu, Y.; et al. Insights into the active sites of chlorine-resistant Pt-based bimetallic catalysts for benzene oxidation. Appl. Catal. B. Environ. 2020, 279, 119372.

37. Dong, F.; Meng, Y.; Ling, W.; et al. Single atomic Pt confined into lattice defect sites for low-temperature catalytic oxidation of VOCs. Appl. Catal. B. Environ. Energy. 2024, 346, 123779.

38. Zheng, Y.; Xu, W.; Yang, J.; et al. Catalytic oxidation of VOCs and CO on cobalt-based Materials: strategies and mechanisms for improving activity and stability. Chem. Eng. J. 2024, 484, 149296.

39. Xiang, W.; Zhang, Y.; Chen, Y.; Liu, C.; Tu, X. Synthesis, characterization and application of defective metal-organic frameworks: current status and perspectives. J. Mater. Chem. A. 2020, 8, 21526-46.