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Loh JYY, Wang A, Mohan A, Tountas AA, Gouda AM, Tavasoli A, Ozin GA. Leave No Photon Behind: Artificial Intelligence in Multiscale Physics of Photocatalyst and Photoreactor Design. Adv Sci (Weinh) 2024; 11:e2306604. [PMID: 38477404 PMCID: PMC11095204 DOI: 10.1002/advs.202306604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 02/21/2024] [Indexed: 03/14/2024]
Abstract
Although solar fuels photocatalysis offers the promise of converting carbon dioxide directly with sunlight as commercially scalable solutions have remained elusive over the past few decades, despite significant advancements in photocatalysis band-gap engineering and atomic site activity. The primary challenge lies not in the discovery of new catalyst materials, which are abundant, but in overcoming the bottlenecks related to material-photoreactor synergy. These factors include achieving photogeneration and charge-carrier recombination at reactive sites, utilizing high mass transfer efficiency supports, maximizing solar collection, and achieving uniform light distribution within a reactor. Addressing this multi-dimensional problem necessitates harnessing machine learning techniques to analyze real-world data from photoreactors and material properties. In this perspective, the challenges are outlined associated with each bottleneck factor, review relevant data analysis studies, and assess the requirements for developing a comprehensive solution that can unlock the full potential of solar fuels photocatalysis technology. Physics-informed machine learning (or Physics Neural Networks) may be the key to advancing this important area from disparate data towards optimal reactor solutions.
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Affiliation(s)
- Joel Yi Yang Loh
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
- The Department of Electrical and Electronic EngineeringThe Photon Science InstituteAlan Turing Building, Oxford RdManchesterM13 9PYUK
| | - Andrew Wang
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
| | - Abhinav Mohan
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
- The Department of Chemical Engineering and Applied Chemistry200 College St, TorontoOntarioM5S 3E5Canada
| | - Athanasios A. Tountas
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
- The Department of Chemical Engineering and Applied Chemistry200 College St, TorontoOntarioM5S 3E5Canada
| | - Abdelaziz M. Gouda
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
| | - Alexandra Tavasoli
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
- The Department of Mechanical EngineeringUniversity of British Columbia6250 Applied Science Ln #2054VancouverBCV6T 1Z4Canada
| | - Geoffrey A. Ozin
- Solar Fuels Group, Department of ChemistryUniversity of Toronto80 St. George StreetTorontoOntarioM5S 3H6Canada
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2
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Xie W, Huang X, Zhu C, Jiang F, Deng Y, Yu B, Wu L, Yue Q, Deng Y. A Versatile Synthesis Platform Based on Polymer Cubosomes for a Library of Highly Ordered Nanoporous Metal Oxides Particles. Adv Mater 2024:e2313920. [PMID: 38634436 DOI: 10.1002/adma.202313920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 04/01/2024] [Indexed: 04/19/2024]
Abstract
Polymer cubosomes (PCs) have well-defined inverse bicontinuous cubic mesophases formed by amphiphilic block copolymer bilayers. The open hydrophilic channels, large periods, and robust physical properties of PCs are advantageous to many host-guest interactions and yet not fully exploited, especially in the fields of functional nanomaterials. Here, the self-assembly of poly(ethylene oxide)-block-polystyrene block copolymers is systematically investigated and a series of robust PCs is developed via a cosolvent method. Ordered nanoporous metal oxide particles are obtained by selectively filling the hydrophilic channels of PCs via an impregnation strategy, followed by a two-step thermal treatment. Based on this versatile PC platform, the general synthesis of a library of ordered porous particles with different pore structures3 ¯ $\bar{3}$ 3 ¯ $\bar{3}$ , tunable large pore size (18-78 nm), high specific surface areas (up to 123.3 m2 g-1 for WO3) and diverse framework compositions, such as transition and non-transition metal oxides, rare earth chloride oxides, perovskite, pyrochlore, and high-entropy metal oxides is demonstrated. As typical materials obtained via this method, ordered porous WO3 particles have the advantages of open continuous structure and semiconducting properties, thus showing superior gas sensing performances toward hydrogen sulfide.
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Affiliation(s)
- Wenhe Xie
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
- State Key Lab of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China
| | - Xinyu Huang
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
| | - Chengcheng Zhu
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
| | - Fengluan Jiang
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
| | - Yu Deng
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
| | - Bingjie Yu
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
| | - Limin Wu
- Institute of Energy and Materials Chemistry, Inner Mongolia University, 235 West University Street, Hohhot, 010021, China
| | - Qin Yue
- Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China, Chengdu, 610054, China
| | - Yonghui Deng
- Department of Chemistry, Shanghai Stomatological Hospital & School of Stomatology, State Key Laboratory of Molecular Engineering of Polymers, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Collaborative Innovation Center of Chemistry for Energy Material (iChEM), Fudan University, Shanghai, 200433, China
- State Key Lab of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai, 200050, China
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3
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Matter F, Niederberger M. Optimization of Mass and Light Transport in Nanoparticle-Based Titania Aerogels. Chem Mater 2023; 35:7995-8008. [PMID: 37840780 PMCID: PMC10568969 DOI: 10.1021/acs.chemmater.3c01218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 08/31/2023] [Indexed: 10/17/2023]
Abstract
Aerogels composed of preformed titania nanocrystals exhibit a large surface area, open porosity, and high crystallinity, making these materials appealing for applications in gas-phase photocatalysis. Recent studies on nanoparticle-based titania aerogels have mainly focused on optimizing their composition to improve photocatalytic performance. Little attention has been paid to modification at the microstructural level to control fundamental properties such as gas permeability and light transmittance, although these features are of fundamental importance, especially for photocatalysts of macroscopic size. In this study, we systematically control the porosity and transparency of titania gels and aerogels by adjusting the particle loading and nonsolvent fraction during the gelation step. Mass transport and light transport were assessed by gas permeability and light attenuation measurements, and the results were related to the microstructure determined by gas sorption analysis and scanning electron microscopy. Mass transport through the aerogel network was found to proceed primarily via Knudsen diffusion leading to relatively low permeabilities in the range of 10-5-10-6 m2/s, despite very high porosities of 96-99%. While permeability was found to depend mainly on particle loading, the optical properties are predominantly affected by the amount of nonsolvent during gelation, allowing independent tuning of mass and light transport.
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Affiliation(s)
- Fabian Matter
- Laboratory for Multifunctional
Materials, Department of Materials, ETH
Zurich, Vladimir-Prelog-Weg 5, 8093 Zurich, Switzerland
| | - Markus Niederberger
- Laboratory for Multifunctional
Materials, Department of Materials, ETH
Zurich, Vladimir-Prelog-Weg 5, 8093 Zurich, Switzerland
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Li Z, Li B, Yu C. Atomic Aerogel Materials (or Single-Atom Aerogels): An Interesting New Paradigm in Materials Science and Catalysis Science. Adv Mater 2023; 35:e2211221. [PMID: 36606466 DOI: 10.1002/adma.202211221] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 12/31/2022] [Indexed: 06/16/2023]
Abstract
The concept of "single-atom catalysis" is first proposed by Tao Zhang, Jun Li, and Jingyue Liu in 2011. Single-atom catalysts (SACs) have a very high catalytic activity and greatly improved atom utilization ratio. At present, SACs have become frontier materials in the field of catalysis. Aerogels are highly porous materials with extremely low density and extremely high porosity. These pores play a key role in determining their surface reactivity and mechanical stability. The alliance of SACs and aerogels can fully reflect their structural advantages and lead to new enhancement effects. Herein, a general concept of "atomic aerogel materials" (AAMs) (or single-atom aerogels (SAAs)) is proposed to describe this interesting new paradigm in both material and catalysis fields. Based on the basic units of "gel," the AAMs can be divided into two categories: carrier-level AAMs (with micro-, nano-, or sub-nanometer pore structures) and atomic-level AAMs (with atomic-defective or oxygen-bridged sub-nanopore structures). The basic unit of the former (i.e., single-atom-functionalized aerogels) is the carrier materials in nanostructures, and the latter (i.e., single-atom-built aerogels) is the single metal atoms in atomic structures. The atomic-defective or oxygen-bridged AAMs will be important development directions in versatile heterogeneous catalytic or noncatalytic fields. The design proposals, latent challenges, and coping strategies of this new "atomic nanosystem" in applications are pointed out as well.
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Affiliation(s)
- Zesheng Li
- College of Chemistry, Guangdong University of Petrochemical Technology, Maoming, 525000, China
| | - Bolin Li
- College of Chemistry, Guangdong University of Petrochemical Technology, Maoming, 525000, China
| | - Changlin Yu
- College of Chemistry, Guangdong University of Petrochemical Technology, Maoming, 525000, China
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5
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Almeida da Silva TC, Marchiori L, Oliveira Mattos B, Ullah S, Barud HDS, Romano Domeneguetti R, Rojas-Mantilla HD, Boldrin Zanoni MV, Rodrigues-Filho UP, Ferreira-Neto EP, Ribeiro SJL. Designing Highly Photoactive Hybrid Aerogels for In-Flow Photocatalytic Contaminant Removal Using Silica-Coated Bacterial Nanocellulose Supports. ACS Appl Mater Interfaces 2023; 15:23146-23159. [PMID: 37155614 DOI: 10.1021/acsami.3c02008] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
This study explores the use of silica-coated bacterial nanocellulose (BC) scaffolds with bulk macroscopic yet nanometric internal pores/structures as functional supports for high surface area titania aerogel photocatalysts to design flexible, self-standing, porous, and recyclable BC@SiO2-TiO2 hybrid organic-inorganic aerogel membranes for effective in-flow photo-assisted removal of organic pollutants. The hybrid aerogels were prepared by sequential sol-gel deposition of the SiO2 layer over BC, followed by coating of the resulting BC@SiO2 membranes with a porous titania aerogel overlayer of high surface area using epoxide-driven gelation, hydrothermal crystallization, and subsequent supercritical drying. The silica interlayer between the nanocellulose biopolymer scaffold and the titania photocatalyst was found to greatly influence the structure and composition, particularly the TiO2 loading, of the prepared hybrid aerogel membranes, allowing the development of photochemically stable aerogel materials with increased surface area/pore volume and higher photocatalytic activity. The optimized BC@SiO2-TiO2 hybrid aerogel showed up to 12 times faster in-flow photocatalytic removal of methylene blue dye from aqueous solution in comparison with bare BC/TiO2 aerogels and outperformed most of the supported-titania materials reported earlier. Moreover, the developed hybrid aerogels were successfully employed to remove sertraline drug, a model emergent contaminant, from aqueous solution, thus further demonstrating their potential for water purification.
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Affiliation(s)
| | - Leonardo Marchiori
- Institute of Chemistry, São Paulo State University─UNESP, Araraquara, São Paulo 14800-060, Brazil
| | - Bianca Oliveira Mattos
- Institute of Chemistry of São Carlos, University of São Paulo─USP, São Carlos, São Paulo 13560-970, Brazil
| | - Sajjad Ullah
- Institute of Chemical Sciences, University of Peshawar─UOP, Peshawar 25120, Pakistan
| | | | | | | | | | | | - Elias Paiva Ferreira-Neto
- Department of Chemistry, Federal University of Santa Cantarina─UFSC, Florianópolis, Santa Catarina 88040-900, Brazil
| | - Sidney José Lima Ribeiro
- Institute of Chemistry, São Paulo State University─UNESP, Araraquara, São Paulo 14800-060, Brazil
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van der Weijden A, Léonard AS, Noorduin WL. Architected Metal Selenides via Sequential Cation and Anion Exchange on Self-Organizing Nanocomposites. Chem Mater 2023; 35:2394-2401. [PMID: 37008406 PMCID: PMC10061662 DOI: 10.1021/acs.chemmater.2c03525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 02/23/2023] [Indexed: 06/19/2023]
Abstract
Shape-preserving conversion reactions have the potential to unlock new routes for self-organization of complex three-dimensional (3D) nanomaterials with advanced functionalities. Specifically, developing such conversion routes toward shape-controlled metal selenides is of interest due to their photocatalytic properties and because these metal selenides can undergo further conversion reactions toward a wide range of other functional chemical compositions. Here, we present a strategy toward metal selenides with controllable 3D architectures using a two-step self-organization/conversion approach. First, we steer the coprecipitation of barium carbonate nanocrystals and silica into nanocomposites with controllable 3D shapes. Second, using a sequential exchange of cations and anions, we completely convert the chemical composition of the nanocrystals into cadmium selenide (CdSe) while preserving the initial shape of the nanocomposites. These architected CdSe structures can undergo further conversion reactions toward other metal selenides, which we demonstrate by developing a shape-preserving cation exchange toward silver selenide. Moreover, our conversion strategy can readily be extended to convert calcium carbonate biominerals into metal selenide semiconductors. Hence, the here-presented self-assembly/conversion strategy opens exciting possibilities toward customizable metal selenides with complex user-defined 3D shapes.
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Affiliation(s)
| | | | - Willem L. Noorduin
- AMOLF, Science Park 104, Amsterdam 1098 XG, The Netherlands
- Van
‘t Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, Amsterdam 1090 GD, The Netherlands
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7
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Pan L, Yao L, Mei H, Liu H, Jin Z, Zhou S, Zhang M, Zhu G, Cheng L, Zhang L. Structurally Designable Bi2S3/P-doped ZnO S-scheme Photothermal Metamaterial Enhanced CO2 Reduction. Sep Purif Technol 2023. [DOI: 10.1016/j.seppur.2023.123365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023]
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8
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Li R, Lu J, Bao J, Xiong F, Chen T, Zhang W. In-situelectrochemical fabrication of Ag@AgCl NW-PET film with superior photocatalytic bactericidal activity. Nanotechnology 2022; 34:075703. [PMID: 36379057 DOI: 10.1088/1361-6528/aca2b2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 11/14/2022] [Indexed: 06/16/2023]
Abstract
Constructing a composite photocatalyst with efficient charge-transfer pathways is contribute to improving charge separation, which has attracted wide attention owing to its availability in photocatalysis applications. In this work, three-dimensional (3D) silver@silver chloride (Ag@AgCl) network structures are fabricated for photocatalytic inactivation ofEscherichia coli(E. coli) by thein situelectrochemical introducing AgCl shell on the surface of Ag nanowire (NW) networks that are coated on a polyethylene terephthalate (PET) substrate. The obtained Ag@AgCl NW-PET films exhibit good photocatalytic bactericidal activity againstE. coliunder simulated Sunlight irradiation, mainly due to their efficient charge-transport channel constructed by the Ag NWs network. It is worth noting that the content of converted AgCl shell is positively correlated with their photocatalytic bactericidal efficiency. The experimental results also demonstrate that the synergistic contribution of Ag+sustained release, rough surfaces and energy band structure optimization in photocatalytic sterilization. Besides, the prepared Ag@AgCl NW-PET film can be recycled, and the photocatalytic sterilization efficiency can still keep above 99% after three cycles. This work might provide new and more diverse opportunities for the development of excellent charge-transport, recyclable photocatalysts for photocatalytic sterilization.
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Affiliation(s)
- Rui Li
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
| | - Jingwen Lu
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
| | - Jiashuan Bao
- College of Materials Science and Engineering, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
| | - Furong Xiong
- College of Materials Science and Engineering, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
| | - Tongtong Chen
- College of Environment, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
| | - Wang Zhang
- College of Materials Science and Engineering, Zhejiang University of Technology, Hangzhou 310014, People's Republic of China
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Zirar FE, Katir N, Qourzal S, Ichou IA, El Kadib A. The solvent-free mechano-chemical grinding of a bifunctional P25-graphene oxide adsorbent-photocatalyst and its configuration as porous beads. RSC Adv 2022; 12:21145-21152. [PMID: 35975068 PMCID: PMC9341435 DOI: 10.1039/d2ra04017d] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 07/15/2022] [Indexed: 11/21/2022] Open
Abstract
Owing to their use in water-cleaning technology, titanium-dioxide-based nanomaterials have dominated the photocatalysis scene, with so-called Degussa (P25) being the most promising under UV light. However, this is not the case under visible light, where it is necessary to combine titanium dioxide with other photosensitising nanomaterials. Unfortunately, most of the strategies aimed in this direction are chemically non-facile, energy-intensive, economically expensive, and not suitable for large-scale production. We herein describe a straightforward solvent-free approach for accessing visible-light-activated titanium-dioxide-based photocatalysts via the mechanochemical grinding of Degussa P25 with a second solid partner. Upon comparing several solid-material benchmarks, P25-graphene oxide is the best combination. The resulting material showed efficient performance for the adsorption and photodegradation of different dye pollutants, namely methylene blue, malachite green, Congo red, and methyl orange. The recorded performance was nearly comparable to that reached using sol-gel materials, with the ultimate advantage of being more sustainable and industrially scalable. The recyclability can be improved through a porous-bead configuration using biomass waste chitosan hydrogel, an approach that can further fulfill the requirement for more sustainable photocatalyst designs.
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Affiliation(s)
- Fatima-Ezzahra Zirar
- Euromed Research Center, Engineering Division, Euro-Med University of Fes (UEMF) Route de Meknes, Rond-Point de Bensouda 30070 Fès Morocco .,Materials, Photocatalysis and Environment Team, Department of Chemistry, Faculty of Sciences, Ibn Zohr University B. P. 8106 Dakhla City Agadir Morocco
| | - Nadia Katir
- Euromed Research Center, Engineering Division, Euro-Med University of Fes (UEMF) Route de Meknes, Rond-Point de Bensouda 30070 Fès Morocco
| | - Samir Qourzal
- Materials, Photocatalysis and Environment Team, Department of Chemistry, Faculty of Sciences, Ibn Zohr University B. P. 8106 Dakhla City Agadir Morocco
| | - Ihya Ait Ichou
- Materials, Photocatalysis and Environment Team, Department of Chemistry, Faculty of Sciences, Ibn Zohr University B. P. 8106 Dakhla City Agadir Morocco
| | - Abdelkrim El Kadib
- Euromed Research Center, Engineering Division, Euro-Med University of Fes (UEMF) Route de Meknes, Rond-Point de Bensouda 30070 Fès Morocco
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Xin Y, Wang Z, Yao C, Shen H, Miao Y. Bismuth, a Previously Less‐studied Element, Is Bursting into New Hotspots. ChemistrySelect 2022. [DOI: 10.1002/slct.202201220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Yanmei Xin
- Institute of Bismuth Science School of Materials and Chemistry University of Shanghai for Science and Technology Jungong Rd 334# Shanghai 200093 China
| | - Zhuo Wang
- Institute of Bismuth Science School of Materials and Chemistry University of Shanghai for Science and Technology Jungong Rd 334# Shanghai 200093 China
| | - Congfei Yao
- Institute of Bismuth Science School of Materials and Chemistry University of Shanghai for Science and Technology Jungong Rd 334# Shanghai 200093 China
| | - Haocheng Shen
- Institute of Bismuth Science School of Materials and Chemistry University of Shanghai for Science and Technology Jungong Rd 334# Shanghai 200093 China
| | - Yuqing Miao
- Institute of Bismuth Science School of Materials and Chemistry University of Shanghai for Science and Technology Jungong Rd 334# Shanghai 200093 China
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