Gel precursors were formed by reacting bismuth nitrate pentahydrate, acetic acid, sodium metavanadate, and NaOH. pH was adjusted using NaOH solution followed by calcination to obtain bismuth vanadate (BiVO₄) photocatalysts. During synthesis, pH directly influenced the formation and structure of the gel network. Therefore, the effects of pH on the microstructure and photocatalytic activity of BiVO₄ were investigated. At pH 3, the sample consisted of microspheres formed by tightly packed small particles. At pH 5, the microspheres transformed into aggregated flakes. Photocatalytic performance was evaluated through methylene blue (MB) degradation, revealing the sample prepared at pH 7 (7-BVO) demonstrated the highest efficiency. The electronic band structure, bandgap, and band edge positions of 7-BVO were probed by density functional theory (DFT) and UV-vis absorption spectra. Furthermore, photoluminescence spectroscopy, electrochemical measurements, active species trapping experiments and liquid chromatography mass spectrometry technique collectively revealed the possible mechanistic pathways for MB photodegradation by 7-BVO.

The treatment of refractory wastewater pollutants requires advanced materials capable of synergistic enrichment and destruction. Cellulose-based aerogels, combining biomass sustainability with a porous structure, are a promising platform, yet a quantitative synthesis of this field’s evolution is lacking. This study presents the first bibliometric and visual analysis of 463 publications on cellulose-based aerogels for wastewater treatment. The field shows S-shaped growth, evolving from a Nascent phase to Exponential Growth and now entering Maturation. Social network analysis reveals a China-centered but increasingly international collaboration pattern, while institutional productivity remains fragmented into multiple small research teams. The foundation rests on two synergistic pillars: adsorptive sequestration and catalytic degradation, with research evolving from their parallel development to active fusion. Current frontiers focus on sustainable system engineering, emphasizing process integration, material regeneration, and advanced precursors like cellulose nanofiber. This analysis maps the field’s maturation from material exploration toward integrated catalytic system design, providing a foundational reference and clear directives for future research to address integration challenges. In addition to bibliometric mapping, this review critically discusses treatment functions (adsorption, catalytic oxidation, and integrated pathways) and deployment barriers (regeneration, recyclability, and scale-up feasibility), thereby linking knowledge evolution to practical wastewater-treatment translation. While China contributes the largest publication share in the present dataset, the field is supported by increasing participation from multiple countries and regions.