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Thuriot-Roukos J, Ferraz CP, K. Al Rawas H, Heyte S, Paul S, Itabaiana Jr I, Pietrowski M, Zieliński M, Ghazzal MN, Dumeignil F, Wojcieszak R. Supported Gold Catalysts for Base-Free Furfural Oxidation: The State of the Art and Machine-Learning-Enabled Optimization. MATERIALS (BASEL, SWITZERLAND) 2023; 16:6357. [PMID: 37834493 PMCID: PMC10573714 DOI: 10.3390/ma16196357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 09/15/2023] [Accepted: 09/19/2023] [Indexed: 10/15/2023]
Abstract
Supported gold nanoparticles have proven to be highly effective catalysts for the base-free oxidation of furfural, a compound derived from biomass. Their small size enables a high surface-area-to-volume ratio, providing abundant active sites for the reaction to take place. These gold nanoparticles serve as catalysts by providing surfaces for furfural molecules to adsorb onto and facilitating electron transfer between the substrate and the oxidizing agent. The role of the support in this reaction has been widely studied, and gold-support interactions have been found to be beneficial. However, the exact mechanism of furfural oxidation under base-free conditions remains an active area of research and is not yet fully understood. In this review, we delve into the essential factors that influence the selectivity of furfural oxidation. We present an optimization process that highlights the significant role of machine learning in identifying the best catalyst for this reaction. The principal objective of this study is to provide a comprehensive review of research conducted over the past five years concerning the catalytic oxidation of furfural under base-free conditions. By conducting tree decision making on experimental data from recent articles, a total of 93 gold-based catalysts are compared. The relative variable importance chart analysis reveals that the support preparation method and the pH of the solution are the most crucial factors determining the yield of furoic acid in this oxidation process.
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Affiliation(s)
- Joëlle Thuriot-Roukos
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
| | - Camila Palombo Ferraz
- Department of Inorganic Chemistry, Institute of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro 221941-910, Brazil;
| | - Hisham K. Al Rawas
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
| | - Svetlana Heyte
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
| | - Sébastien Paul
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
| | - Ivaldo Itabaiana Jr
- Department of Biochemical Engineering, School of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro 21941-910, Brazil;
| | - Mariusz Pietrowski
- Faculty of Chemistry, Adam Mickiewicz University, 61-614 Poznań, Poland; (M.P.); (M.Z.)
| | - Michal Zieliński
- Faculty of Chemistry, Adam Mickiewicz University, 61-614 Poznań, Poland; (M.P.); (M.Z.)
| | - Mohammed N. Ghazzal
- Institut de Chimie Physique (ICP), UMR 8000 CNRS, Université Paris-Saclay, 91400 Orsay, France;
| | - Franck Dumeignil
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
| | - Robert Wojcieszak
- Université de Lille, CNRS, Centrale Lille, Université d’Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, 59000 Lille, France; (J.T.-R.); (H.K.A.R.); (S.H.); (S.P.); (F.D.)
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Song F, Cen S, Wan C, Wang L. Nano‐Au anchored in organic base group‐grafted silica aerogel: A durable and robust catalysts for green oxidative esterification of furfural. ChemCatChem 2022. [DOI: 10.1002/cctc.202200704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Fan Song
- Shaoxing University School of Chemistry and Chemical Engineering CHINA
| | - Shuangshuang Cen
- Shaoxing University School of Chemistry and Chemical Engineering CHINA
| | - Cong Wan
- Shaoxing University School of Chemistry and Chemical Engineering CHINA
| | - Lijun Wang
- Shaoxing University School of Chemistry and Chemical Engineering 508#, Huanchengxi Road, Fushan street, Yuecheng district, Shaoxing city, Zhejian 312000 Shaoxing CHINA
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Monti E, Ventimiglia A, Soto CAG, Martelli F, Rodríguez-Aguado E, Cecilia JA, Maireles-Torres P, Ospitali F, Tabanelli T, Albonetti S, Cavani F, Dimitratos N. Oxidative condensation/esterification of furfural with ethanol using preformed Au colloidal nanoparticles. Impact of stabilizer and heat treatment protocols on catalytic activity and stability. MOLECULAR CATALYSIS 2022. [DOI: 10.1016/j.mcat.2022.112438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Araque-Marin M, Bellot Noronha F, Capron M, Dumeignil F, Friend M, Heuson E, Itabaiana I, Jalowiecki-Duhamel L, Katryniok B, Löfberg A, Paul S, Wojcieszak R. Strengthening the Connection between Science, Society and Environment to Develop Future French and European Bioeconomies: Cutting-Edge Research of VAALBIO Team at UCCS. Molecules 2022; 27:3889. [PMID: 35745022 PMCID: PMC9231048 DOI: 10.3390/molecules27123889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 06/09/2022] [Accepted: 06/15/2022] [Indexed: 11/16/2022] Open
Abstract
The development of the future French and European bioeconomies will involve developing new green chemical processes in which catalytic transformations are key. The VAALBIO team (valorization of alkanes and biomass) of the UCCS laboratory (Unité de Catalyse et Chimie du Solide) are working on various catalytic processes, either developing new catalysts and/or designing the whole catalytic processes. Our research is focused on both the fundamental and applied aspects of the processes. Through this review paper, we demonstrate the main topics developed by our team focusing mostly on oxygen- and hydrogen-related processes as well as on green hydrogen production and hybrid catalysis. The social impacts of the bioeconomy are also discussed applying the concept of the institutional compass.
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Affiliation(s)
- Marcia Araque-Marin
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Fabio Bellot Noronha
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
- Catalysis, Biocatalysis and Chemical Processes Division, National Institute of Technology, Rio de Janeiro 20081-312, Brazil
| | - Mickäel Capron
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Franck Dumeignil
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Michèle Friend
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
- Department of Philosophy, George Washington University, Washington, DC 20052, USA
| | - Egon Heuson
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Ivaldo Itabaiana
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
- Department of Biochemical Engineering, School of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro 21941-910, Brazil
| | - Louise Jalowiecki-Duhamel
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Benjamin Katryniok
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Axel Löfberg
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Sébastien Paul
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
| | - Robert Wojcieszak
- Univ. Lille, CNRS, Centrale Lille, Univ. Artois, UMR 8181-UCCS-Unité de Catalyse et Chimie du Solide, F-59000 Lille, France; (M.A.-M.); (F.B.N.); (M.C.); (F.D.); (M.F.); (E.H.); (I.I.J.); (L.J.-D.); (A.L.); (R.W.)
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Campisi S, Bellomi S, Chinchilla LE, Prati L, Villa A. Base‐free oxidative esterification of HMF over AuPd/nNiO‐TiO2. When alloying effects and metal‐support interactions converge in producing effective and stable catalysts. ChemCatChem 2022. [DOI: 10.1002/cctc.202200494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Sebastiano Campisi
- Università degli Studi di Milano: Universita degli Studi di Milano Chimica ITALY
| | - Silvio Bellomi
- Università degli Studi di Milano: Universita degli Studi di Milano Chimica ITALY
| | - Lidia E. Chinchilla
- University of Cadiz: Universidad de Cadiz Departamento de Ciencia de los Materiales SPAIN
| | - Laura Prati
- Università degli Studi di Milano: Universita degli Studi di Milano Chimica ITALY
| | - Alberto Villa
- Universit� degli Studi di Milano Dipartimento di Chimica via Golgi 19 20133 Milano ITALY
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Systematic Incorporation of Gold Nanoparticles onto Mesoporous Titanium Oxide Particles for Green Catalysts. Catalysts 2021. [DOI: 10.3390/catal11040451] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
This report describes the systematic incorporation of gold nanoparticles (AuNPs) onto mesoporous TiO2 (MPT) particles without strong attractive forces to efficiently serve as reactive and recyclable catalysts in the homocoupling of arylboronic acid in green reaction conditions. Unlike using nonporous TiO2 particles and conventional SiO2 particles as supporting materials, the employment of MPT particles significantly improves the loading efficiency of AuNPs. The incorporated AuNPs are less than 10 nm in diameter, regardless of the amount of applied gold ions, and their surfaces, free from any modifiers, act as highly reactive catalytic sites to notably improve the yields in the homocoupling reaction. The overall physical properties of the AuNPs integrated onto the MPT particles are thoroughly examined as functions of the gold content, and their catalytic functions, including the rate of reaction, activation energy, and recyclability, are also evaluated. While the rate of reaction slightly increases with the improved loading efficiency of AuNPs, the apparent activation energies do not clearly show any correlation with the size or distribution of the AuNPs under our reaction conditions. Understanding the formation of these types of composite particles and their catalytic functions could lead to the development of highly practical, quasi-homogeneous catalysts in environmentally friendly reaction conditions.
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Papanikolaou G, Lanzafame P, Perathoner S, Centi G, Cozza D, Giorgianni G, Migliori M, Giordano G. High performance of Au/ZTC based catalysts for the selective oxidation of bio-derivative furfural to 2-furoic acid. CATAL COMMUN 2021. [DOI: 10.1016/j.catcom.2020.106234] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
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Shahin Z, Rataboul F, Demessence A. Study of the oxidative esterification of furfural catalyzed by Au25(glutathione)18 nanocluster deposited on zirconia. MOLECULAR CATALYSIS 2021. [DOI: 10.1016/j.mcat.2020.111265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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