journal article·2026-03

Unveiling charge transfer mechanisms in machine learning-optimized carbon dots-chitosan catalysts for H2O2 photogeneration

Haojie Xu, Jiacheng Li, Luhan Li, Zenan Li, Jiaxuan Wang, Fan Liao, Hui Huang, Yang Liu, Zhenhui Kang

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OpenAlex topics: Advanced Photocatalysis Techniques · Carbon and Quantum Dots Applications · TiO2 Photocatalysis and Solar Cells

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References (44)

Show source-provided references
1. The rise of hydrogen peroxide as the main product by metal-free catalysis in oxygen reductions10.1002/adma.201802920 ↗
2. Oxygen-tolerant hydrogen peroxide reduction catalysts for reliable noninvasive bioassays10.1002/smll.201903320 ↗
3. Proton reservoirs in polymer photocatalysts for superior H2O2 photosynthesis10.1039/D3EE02200E ↗
4. Recent developments in photocatalytic production of hydrogen peroxide10.1039/D4CC01577K ↗
5. Recent advances in plasmonic photocatalysis based on TiO2 and noble metal nanoparticles for energy conversion, environmental remediation, and organic synthesis10.1002/smll.202101638 ↗
6. Emerging trends in nanomaterials for photosynthetic biohybrid systems10.1021/acsmaterialslett.2c00752 ↗
7. Enhanced photocurrent density for photoelectrochemical catalyzing water oxidation using novel W-doped BiVO4 and metal organic framework composites10.1016/j.jcis.2022.05.169 ↗
8. A review on heterogeneous photocatalysis for environmental remediation: from semiconductors to modification strategies10.1016/S1872-2067(21)63910-4 ↗
9. Chitosan: a natural biopolymer with a wide and varied range of applications10.3390/molecules25173981 ↗
10. Starch, cellulose, pectin, gum, alginate, chitin and chitosan derived (nano)materials for sustainable water treatment: a review10.1016/j.carbpol.2020.116986 ↗
11. A Co3O4-CDs-C3N4 three component electrocatalyst design concept for efficient and tunable CO2 reduction to syngas10.1038/s41467-017-01893-7 ↗
12. High-bright fluorescent carbon dot as versatile sensing platform10.1016/j.talanta.2017.05.067 ↗
13. Nitrogen doped carbon quantum dots and GO modified WO3 nanosheets combination as an effective visible photo catalyst10.1016/j.jhazmat.2019.121087 ↗
14. Construction of CDs/CdS photocatalysts for stable and efficient hydrogen production in water and seawater10.1016/j.apcatb.2018.09.096 ↗
15. Cobalt phosphide/carbon dots composite as an efficient electrocatalyst for oxygen evolution reaction10.1039/C7DT04291D ↗
16. Biochar based catalysts for the abatement of emerging pollutants: a review10.1016/j.cej.2020.124856 ↗
17. A review on the waste biomass derived catalysts for biodiesel production10.1016/j.eti.2020.101200 ↗
18. Bacterial cellulose derived nitrogen-doped carbon nanofiber aerogel: an efficient metal-free oxygen reduction electrocatalyst for zinc-air battery10.1016/j.nanoen.2014.11.008 ↗
19. Sustainable production of methyl levulinate from biomass in ionic liquid-methanol system with biomass-based catalyst
20. Photoinduced synthesis of green photocatalyst Fe3O4/BiOBr/CQDs derived from corncob biomass for carbamazepine degradation: the role of selectively more CQDs decoration and Z-scheme structure10.1016/j.cej.2021.129705 ↗
21. Predicting the activity and selectivity of bimetallic metal catalysts for ethanol reforming using machine learning10.1021/acscatal.0c02089 ↗
22. Direct design of active catalysts for low temperature oxidative coupling of methane via machine learning and data mining10.1039/D0CY01751E ↗
23. Accelerating atomic catalyst discovery by theoretical calculations-machine learning strategy10.1002/aenm.201903949 ↗
24. Unveiling hidden catalysts for the oxidative coupling of methane based on combining machine learning with literature data10.1002/cctc.201800310 ↗
25. Harnessing machine learning to revolutionize perovskite solar cells: optimizing RbTmCl3-based photovoltaic performance10.1016/j.materresbull.2025.113731 ↗
26. Catalyst design with machine learning10.1038/s41560-022-01112-8 ↗
27. Machine learning analysis of photocatalytic CO2 reduction on perovskite materials10.1016/j.materresbull.2025.113436 ↗
28. Rational design of carbon-based electrocatalysts for H2O2 production by machine learning and structural engineering10.1002/aenm.202500953 ↗
29. An optimized machine-learning model for mechanical properties prediction and domain knowledge clarification in quenched and tempered steels10.1016/j.jmrt.2023.03.215 ↗
30. Feature selection based on mutual information with correlation coefficient10.1007/s10489-021-02524-x ↗
31. Toward safer highways, application of XGBoost and SHAP for real-time accident detection and feature analysis10.1016/j.aap.2019.105405 ↗
32. Highly efficient metal-free catalyst from cellulose for hydrogen peroxide photoproduction instructed by machine learning and transient photovoltage technology10.1007/s12274-022-4111-2 ↗
33. Cellulose-assisted construction of high surface area Z-scheme C-doped g-C3N4/WO3 for improved tetracycline degradation10.1016/j.carbpol.2020.117343 ↗
34. A comprehensive understanding on the roles of carbon dots in metallated graphyne based catalyst for photoinduced H2O2 production10.1016/j.nantod.2022.101428 ↗
35. In-situ study of the hydrogen peroxide photoproduction in seawater on carbon dot-based metal-free catalyst under operation condition10.1007/s12274-024-6623-4 ↗
36. Regulation the reactive oxygen species on conjugated polymers for highly efficient photocatalysis10.1016/j.apcatb.2022.121488 ↗
37. Operando interfacial kinetic study of H2O2 photoproduction over carbon dots stabilized gold nanoclusters
38. Fundamentals of TiO2 photocatalysis: concepts, mechanisms, and challenges10.1002/adma.201901997 ↗
39. Heterojunction photocatalysts for degradation of the tetracycline antibiotic: a review10.1007/s10311-021-01295-8 ↗
40. Recent advances in noncontact external-field-assisted photocatalysis: from fundamentals to applications10.1021/acscatal.0c05354 ↗
41. Degradation of toxic agrochemicals and pharmaceutical pollutants: effective and alternative approaches toward photocatalysis10.1016/j.envpol.2022.118844 ↗
42. Polyaniline/carbon dots composite as a highly efficient metal-free dual-functional photoassisted electrocatalyst for overall water splitting10.1021/acsami.1c04386 ↗
43. Photocatalyst for high-performance H2 production: ga-doped polymeric carbon nitride10.1002/anie.202015779 ↗
44. Carbon nitride assisted 2D conductive metal-organic frameworks composite photocatalyst for efficient visible light-driven H2O2 production10.1016/j.apcatb.2021.120035 ↗