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Xu K, Xiao X, Wang L, Lou M, Wang F, Li C, Ren H, Wang X, Chang K. Data-Driven Materials Research and Development for Functional Coatings. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2405262. [PMID: 39297317 PMCID: PMC11558159 DOI: 10.1002/advs.202405262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Indexed: 11/14/2024]
Abstract
Functional coatings, including organic and inorganic coatings, play a vital role in various industries by providing a protective layer and introducing unique functionalities. However, its design often involves time-consuming experimentation with multiple materials and processing parameters. To overcome these limitations, data-driven approaches are gaining traction in materials science. In this paper, recent advances in data-driven materials research and development (R&D) for functional coatings, highlighting the importance, data sources, working processes, and applications of this paradigm are summarized. It is begun by discussing the challenges of traditional methods, then introduce typical data-driven processes. It is demonstrated how data-driven approaches enable the identification of correlations between input parameters and coating performance, thus allowing for efficient prediction and design. Furthermore, carefully selected case studies are presented across diverse industries that exemplify the effectiveness of data-driven methods in accelerating the discovery of new functional coatings with tailored properties. Finally, the emerging research directions, involving integrating advanced techniques and data from different sources, are addressed. Overall, this review provides an overview of data-driven materials R&D for functional coatings, shedding light on its potential and future developments.
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Affiliation(s)
- Kai Xu
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Xuelian Xiao
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
- Center of Materials Science and Optoelectronics EngineeringUniversity of Chinese Academy of SciencesBeijing100049China
| | - Linjing Wang
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Ming Lou
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Fangming Wang
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
- Center of Materials Science and Optoelectronics EngineeringUniversity of Chinese Academy of SciencesBeijing100049China
| | - Changheng Li
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Hui Ren
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Xue Wang
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
| | - Keke Chang
- Key Laboratory of Advanced Marine MaterialsNingbo Institute of Materials Technology and EngineeringChinese Academy of SciencesNingboZhejiang315201China
- Center of Materials Science and Optoelectronics EngineeringUniversity of Chinese Academy of SciencesBeijing100049China
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Zhang J, Yu W, Xiong Y, Zhu J, Zhang Y. Construction of carbon nitride/zeolitic imidazolate framework-67 heterojunctions on carbon fiber cloth as the photocatalyst for various pollutants removal and hydrogen production. J Colloid Interface Sci 2023; 656:389-398. [PMID: 38000251 DOI: 10.1016/j.jcis.2023.11.070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 11/08/2023] [Accepted: 11/11/2023] [Indexed: 11/26/2023]
Abstract
With the macroscale and conductive carbon fiber cloth (CFC) as the substrate, the obtained self-supported photocatalysts hold great promise for enhancing the separation of generated carriers and the recyclability of catalysts, thereby improving the photocatalytic performance and practicality in various applications. Additionally, decorating metal-organic frameworks (MOFs) with ultrahigh surface area on the surface of effective semiconductors is a promising method to enhance the adsorption capacity and photocatalytic performance. Herein, zeolitic imidazolate framework-67 (ZIF-67) as a typical MOFs was applied to modify carbon nitride (C3N4) on the surface of macroscale and conductive CFC. CFC/C3N4/ZIF-67 (4 × 4 cm2) was obtained by a thermal condensation-chemical bath deposition two-step route, and it shows superior adsorption and photocatalytic activity toward bisphenol A (BPA), levofloxacin (LVFX), ciprofloxacin (CIP) and good hydrogen evolution activity. Besides, the recycling test for four cycles indicates the high stability of CFC/C3N4/ZIF-67 with an easy recycling process. In this study, CFC/C3N4/ZIF-67 was prepared through the hydrothermal and chemical bath deposition two-step method, which enhances light absorption and photocatalytic performance, as well as recyclability for solving environmental and energy issues.
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Affiliation(s)
- Jingyuan Zhang
- School of Chemistry and Materials Science, Shanghai Normal University, Shanghai 200234, China
| | - Wenzhao Yu
- School of Chemistry and Materials Science, Shanghai Normal University, Shanghai 200234, China
| | - Yanhua Xiong
- Yangtze River Delta Urban Wetland Ecosystem National Field Observation and Research Station, School of Environmental and Geographical Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Jian Zhu
- Yangtze River Delta Urban Wetland Ecosystem National Field Observation and Research Station, School of Environmental and Geographical Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Yan Zhang
- Yangtze River Delta Urban Wetland Ecosystem National Field Observation and Research Station, School of Environmental and Geographical Sciences, Shanghai Normal University, Shanghai 200234, China.
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Wang L, Zhuang L, Chen Q, Wang S, Fang Y. Driving a NiTiO 3 photocatalyst for the oxygen evolution reaction with near-infrared light. Dalton Trans 2023; 52:11030-11034. [PMID: 37522808 DOI: 10.1039/d3dt01527k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/01/2023]
Abstract
A nickel titanate (NTO) photocatalyst has been developed for the oxygen evolution reaction (OER) with an exceptionally broad light wavelength excitation ranging from visible to infrared. Specifically, by loading CoOx as the co-catalyst, the apparent quantum yields for the OER were ca. 2.2%, 1.0%, and 0.8% at wavelengths of 470, 760, and 850 nm, respectively. The achievements reveal that the NTO photocatalyst is highly efficient even under illumination with near-infrared (NIR) light, which confers the potential for highly efficient solar-driven oxidation reactions.
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Affiliation(s)
- Long Wang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350002, P. R. China.
| | - Lingyi Zhuang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350002, P. R. China.
| | - Qiao Chen
- Department of Chemistry, School of Life Sciences, University of Sussex, Brighton, BN1 9QJ, UK
| | - Sibo Wang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350002, P. R. China.
| | - Yuanxing Fang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350002, P. R. China.
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Li M, Cheng Q, Shen C, Hong B, Jiang Y, Wei Y, Cai M, Chen J, Sun S. Piezoelectric built-in electric field advancing TiO 2 for highly efficient photocatalytic air purification. RSC Adv 2022; 12:22410-22415. [PMID: 36105997 PMCID: PMC9364438 DOI: 10.1039/d2ra03751c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Accepted: 07/27/2022] [Indexed: 11/24/2022] Open
Abstract
Photocatalytic air purification is a promising technology; however, it suffers from a limited rate of photocatalytic mineralization (easily inactivated surfactant sites of hydroxyls) and poor kinetics of degradation. Herein, we report a ferroelectric strategy, employing a polyvinylidene fluoride (PVDF) layer embedded with TiO2, where the polarization field of stretched PVDF dramatically enhances and stabilizes active adsorption sites for the promotion of charge separation. The F (-) and H (+) atomic layers with distinct local structures in stretched PVDF increase the electron cloud density around Ti which simultaneously promotes the dissociation of water to form hydroxyl groups which are easier to activate for adsorption of formaldehyde molecules. Besides, the ferroelectric field of stretched PVDF effectively separates the photogenerated charge carriers and facilitates the carriers' transportation of TiO2/PVDF. The optimal stretched TiO2/PVDF exhibits excellent photocatalytic mineralization for formaldehyde with considerable stability. This work may evolve the polarization field as a new method to enhance adsorption and activation of hydroxyls and disclose the mechanism by which hydroxyl radicals mineralize gaseous formaldehyde for photocatalytic air purification.
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Affiliation(s)
- Mengmeng Li
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Qin Cheng
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Cheng Shen
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Bin Hong
- Hefei Innovation Research Institute, Beihang University Hefei Anhui 230013 China
| | - Yong Jiang
- Shanghai Synchrotron Radiation Facility, Zhangjiang National Laboratory, Shanghai Advanced Research Institute, Chinese Academy of Sciences Shanghai 201204 China
| | - Yuxue Wei
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Mengdie Cai
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Jingshuai Chen
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
| | - Song Sun
- School of Chemistry and Chemical Engineering, Anhui University Hefei Anhui 230601 China
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Li Y, Jiang Z, Dong G, Ho W. Construction and Activity of an All-Organic Heterojunction Photocatalyst Based on Melem and Pyromellitic Dianhydride. CHEMSUSCHEM 2022; 15:e202200477. [PMID: 35485996 DOI: 10.1002/cssc.202200477] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 04/08/2022] [Indexed: 06/14/2023]
Abstract
The separation efficiency of photogenerated carriers in the g-C3 N4 system could be improved by the construction of all-organic heterojunctions. However, g-C3 N4 has a large π-π conjugated plane that induces a low number of amino groups (-NH2 ), which are the sites of the heterojunction reaction with organic molecules. In this case, few heterojunction knots can be constructed, and the enhancement effect of the heterojunction cannot be fully displayed. In this study, an all-organic heterojunction with PMDA is constructed with melem instead of g-C3 N4 . Although the photocatalytic activity of melem is far below that of g-C3 N4 , the photocatalytic activity of PI (the all-organic heterojunction constructed with melem) is considerably higher than that of CP (the all-organic heterojunction constructed with g-C3 N4 ). This result is attributed to melem that has more -NH2 groups to form more heterojunction knots, which can enable the effective transfer and separation of electron-hole pairs. These new findings may shed light on the design of all-organic heterojunction photocatalysts.
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Affiliation(s)
- Yuxin Li
- Department of Science and Environmental Studies and Centre for Environment and Sustainable Development (CESD), The Education University of Hong Kong, Hong Kong, P. R. China
- School of Environmental Science and Engineering, Shaanxi University of Science and Technology, Xi'an, 710021, P. R. China
| | - Zeyu Jiang
- Department of Science and Environmental Studies and Centre for Environment and Sustainable Development (CESD), The Education University of Hong Kong, Hong Kong, P. R. China
- School of Environmental Science and Engineering, Shaanxi University of Science and Technology, Xi'an, 710021, P. R. China
| | - Guohui Dong
- School of Environmental Science and Engineering, Shaanxi University of Science and Technology, Xi'an, 710021, P. R. China
- Shaanxi Key Laboratory of Green Preparation and Functionalization for Inorganic Materials, Shaanxi University of Science and Technology, Xi'an, 710021, P. R. China
| | - Wingkei Ho
- Department of Science and Environmental Studies and Centre for Environment and Sustainable Development (CESD), The Education University of Hong Kong, Hong Kong, P. R. China
- State Key Laboratory of Marine Pollution (SKLMP), City University of Hong Kong, Hong Kong, P. R. China
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Zang S, Cai X, Chen M, Teng D, Jing F, Leng Z, Zhou Y, Lin F. Tunable Carrier Transfer of Polymeric Carbon Nitride with Charge-Conducting CoV2O6∙2H2O for Photocatalytic O2 Evolution. NANOMATERIALS 2022; 12:nano12111931. [PMID: 35683786 PMCID: PMC9182530 DOI: 10.3390/nano12111931] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 05/23/2022] [Accepted: 06/02/2022] [Indexed: 02/07/2023]
Abstract
Photocatalytic water splitting is one of the promising approaches to solving environmental problems and energy crises. However, the sluggish 4e− transfer kinetics in water oxidation half-reaction restricts the 2e− reduction efficiency in photocatalytic water splitting. Herein, cobalt vanadate-decorated polymeric carbon nitride (named CoVO/PCN) was constructed to mediate the carrier kinetic process in a photocatalytic water oxidation reaction (WOR). The photocatalysts were well-characterized by various physicochemical techniques such as XRD, FT-IR, TEM, and XPS. Under UV and visible light irradiation, the O2 evolution rate of optimized 3 wt% CoVO/PCN reached 467 and 200 μmol h−1 g−1, which were about 6.5 and 5.9 times higher than that of PCN, respectively. Electrochemical tests and PL results reveal that the recombination of photogenerated carriers on PCN is effectively suppressed and the kinetics of WOR is significantly enhanced after CoVO introduction. This work highlights key features of the tuning carrier kinetics of PCN using charge-conducting materials, which should be the basis for the further development of photocatalytic O2 reactions.
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Affiliation(s)
- Shaohong Zang
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Xiaorong Cai
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Mengshan Chen
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Dehong Teng
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Fei Jing
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Zhe Leng
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
- Correspondence: (Z.L.); (F.L.); Tel.: +86-0580-2262589 (Z.L.)
| | - Yingtang Zhou
- Institute of Innovation & Application, National Engineering Research Center for Marine Aquaculture, Zhejiang Ocean University, Zhoushan 316022, China; (S.Z.); (X.C.); (M.C.); (D.T.); (F.J.); (Y.Z.)
| | - Feng Lin
- College of Chemical and Materials Engineering, Quzhou University, Quzhou 324000, China
- Correspondence: (Z.L.); (F.L.); Tel.: +86-0580-2262589 (Z.L.)
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Fang Y, Hou Y, Fu X, Wang X. Semiconducting Polymers for Oxygen Evolution Reaction under Light Illumination. Chem Rev 2022; 122:4204-4256. [PMID: 35025505 DOI: 10.1021/acs.chemrev.1c00686] [Citation(s) in RCA: 94] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Sunlight-driven water splitting to produce hydrogen fuel has stimulated intensive scientific interest, as this technology has the potential to revolutionize fossil fuel-based energy systems in modern society. The oxygen evolution reaction (OER) determines the performance of overall water splitting owing to its sluggish kinetics with multielectron transfer processing. Polymeric photocatalysts have recently been developed for the OER, and substantial progress has been realized in this emerging research field. In this Review, the focus is on the photocatalytic technologies and materials of polymeric photocatalysts for the OER. Two practical systems, namely, particle suspension systems and film-based photoelectrochemical systems, form two main sections. The concept is reviewed in terms of thermodynamics and kinetics, and polymeric photocatalysts are discussed based on three key characteristics, namely, light absorption, charge separation and transfer, and surface oxidation reactions. A satisfactory OER performance by polymeric photocatalysts will eventually offer a platform to achieve overall water splitting and other advanced applications in a cost-effective, sustainable, and renewable manner using solar energy.
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Affiliation(s)
- Yuanxing Fang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350116, P. R. China
| | - Yidong Hou
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350116, P. R. China
| | - Xianzhi Fu
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350116, P. R. China
| | - Xinchen Wang
- State Key Laboratory of Photocatalysis on Energy and Environment, College of Chemistry, Fuzhou University, Fuzhou 350116, P. R. China
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Sato M, Abe T. Development of dual-functional catalysis for hydrazine oxidation by an organic p-n bilayer through in situ formation of a silver co-catalyst. RSC Adv 2022; 12:1850-1854. [PMID: 35425165 PMCID: PMC8979130 DOI: 10.1039/d1ra07960c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 01/05/2022] [Indexed: 11/29/2022] Open
Abstract
Dual-functional catalysis indicates that an organic p-n bilayer induces the catalytic oxidation involved in downhill reactions, not only under illumination but also in the dark. When the organo-bilayer is composed of a perylene derivative (3,4,9,10-perylenetetracarboxylic-bis-benzimidazole (PTCBI), n-type) and cobalt phthalocyanine (CoPc, p-type), only the photocatalytic oxidation of hydrazine (N2H4) occurs. However, the loading of Ag co-catalyst onto the CoPc surface in the PTCBI/CoPc bilayer successfully led to dual catalysis in terms of the oxidation of N2H4 to N2. To develop the present dual catalysis Ag loading was essential to achieve the catalysis performance particularly without irradiation.
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Affiliation(s)
- Mamoru Sato
- Department of Frontier Materials Chemistry, Graduate School of Science and Technology, Hirosaki University 3 Bunkyo-cho Hirosaki 036-8561 Japan
| | - Toshiyuki Abe
- Department of Frontier Materials Chemistry, Graduate School of Science and Technology, Hirosaki University 3 Bunkyo-cho Hirosaki 036-8561 Japan
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Wang L, Cui X, Xu Y, Anpo M, Fang Y. Sustainable photoanode for water oxidation reactions: from metal-based to metal-free materials. Chem Commun (Camb) 2022; 58:10469-10479. [DOI: 10.1039/d2cc03803j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Sunlight affords an inexhaustible and primary energy for Earth. A photoelectrochemical system can efficiently harvest solar energy and convert it into chemicals. However, sophisticated processes and expensive raw materials are...
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Role of carbon quantum dots on Nickel titanate to promote water oxidation reaction under visible light illumination. J Colloid Interface Sci 2021; 607:203-209. [PMID: 34500419 DOI: 10.1016/j.jcis.2021.08.196] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 08/24/2021] [Accepted: 08/29/2021] [Indexed: 11/21/2022]
Abstract
Water oxidation reaction (WOR) is the heart for overall water splitting owing to its sluggish kinetics. Herein, carbon quantum dots (CQDs) are studied as co-catalyst to promote WOR by loading them on NiTiO3 (NTO) photocatalyst. The performance can be obtained in a fold of 7 compared with pristine NTO in power-based photocatalytic system, and strong stability has received with preserving the output for at least 10 h. The CQDs have also demonstrated to load on NTO based photoanode for WOR, and a 6 times increasement has realized. In-situ characterizations have acquired to study the roles of CQDs for WOR and found that CQDs can facilitate the chemical adsorption of water molecules, and meanwhile promote the formation of hydroxyl radical as transition states of WOR. This demonstration presents a clue to understand the role of carbon in photocatalytic system to promote WOR and encourage its uses for advanced photoredox catalytic reactions.
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