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The influence of size, metal loading and oxygen vacancies on the catalytic performance of Au/CeO2−x in the sunlight-powered reverse water gas shift reaction

Jordi Volders abc, Sander Bossier d, Sander Stulens abc, Bjorn Joos abc, Thomas Vranken abc, Francesc Sastre e, Jan D'Haen b, Ken Elen abc, Marcel A. Verheijen fg, Pegie Cool d, An Hardy abc, Pascal Buskens *ae and Marlies K. Van Bael *abc
aInstitute for Materials Research (imo-imomec), DESINe Group, Hasselt University, Agoralaan Building D, Diepenbeek 3590, Belgium. E-mail: marlies.vanbael@uhasselt.be
bIMOMEC Associated Laboratory, IMEC vzw, Wetenschapspark 1, Diepenbeek 3590, Belgium
cEnergyVille, Thor Park 8320, Genk 3600, Belgium
dLaboratory of Adsorption and Catalysis, Department of Chemistry, University of Antwerp, Universiteitsplein 1, Wilrijk B-2610, Belgium
eThe Netherlands Organisation for Applied Scientific Research (TNO), Eindhoven, The Netherlands. E-mail: pascal.buskens@tno.nl
fDepartment of Applied Physics, Eindhoven University of Technology, Eindhoven 5600 MB, The Netherlands
gEurofins Materials Science, High Tech Campus 11, Eindhoven 5656 AE, The Netherlands

Received 7th October 2024 , Accepted 22nd November 2024

First published on 10th December 2024


Abstract

This study reports the conversion of CO2 and H2 to CO and H2O at low temperature and low pressure (up to 203 °C, p = 3.5 bar) using plasmonic Au/CeO2−x photocatalysts, with mildly concentrated sunlight as the sole energy source (up to 9 kW m−2). Systematic catalytic studies were carried out by varying the CeO2−x particle size, Au particle size and loading, and the concentration of oxygen vacancies. Upon illumination, all Au/CeO2−x catalysts showed a CO production of up to 2.6 ± 0.2 mmol CO per gAu per h (104 ± 8 μmol CO per gcat per h), while the supports without Au did not show any activity. We determined that both photothermal and non-thermal effects contribute to the light-driven reverse water-gas shift reaction catalysed by plasmonic Au/CeO2−x. A photothermal contribution was found from the exponential relationship between the CO production and the solar irradiance. In the dark, all Au/CeO2−x photocatalysts and supports without Au produced CH4 instead of CO with ≥97% selectivity, indicating a significant non-thermal contribution in light. A linear dependence of catalytic activity on the accessible interface area between CeO2−x and Au was found, which is in line with an associative formate-mediated reaction mechanism occurring at the metal–support interface. Tuning the VO content through thermal treatments yielded decreased photocatalytic activity for oxidised samples, identifying them as pre-catalysts. The stability of the Au/CeO2−x photocatalysts was evaluated, demonstrating that the catalytic performance was affected by adsorption of H2O as a reaction product, which could be fully restored upon heating in vacuo.


1 Introduction

To this day a large majority of the world's total energy supply is provided by fossil fuels, giving rise to extensive CO2 emissions.1 In view of the transition to a circular, net zero emission economy, CO2 should not be seen as a waste product but as a feedstock for conversion into various carbon-based chemicals and fuels (carbon capture and utilisation, CCU).2–8 For instance, syngas (a mixture of CO and H2) could be produced from CO2 and subsequently used to synthesise long-chain hydrocarbons via the Fischer–Tropsch process as well as various platform chemicals such as methanol, acetic acid and aldehydes.9–15 Syngas can be obtained by CO2 reduction in the reverse water gas shift (rWGS) reaction (eqn (1)).13,16 The rWGS reaction is endothermic and competes with the exothermic methanation process (Sabatier reaction, eqn (2)). To predominantly produce CO, conventionally a high temperature of >600 °C is required.13,17,18
 
CO2 + H2 ⇌ CO + H2O ΔH298K = 41.2 kJ mol−1(1)
 
CO2 + 4H2 ⇌ CH4 + 2H2O ΔH298K = −165.0 kJ mol−1(2)

Photocatalysis, which utilises the energy of (sun)light to carry out the rWGS reaction at near-ambient conditions, is a promising alternative. Traditional photocatalysts are semiconducting materials, with ZnO and TiO2 as common examples, in which light-generated electron–hole pairs drive reactions.19–21 A challenge for these photocatalysts is that the majority of stable semiconductors have a bandgap energy exceeding 3 eV, which absorbs only UV wavelengths, excluding the majority of the solar spectrum. Possible ways to mediate this challenge are bandgap engineering and the use of cocatalysts.21 Plasmonic nanoparticles (NPs), which are able to harvest a broad range of the solar spectrum, could act as cocatalysts in tandem with a semiconductor.7,22–33 For metal NPs that are much smaller than the wavelength of incident light, the free electron gas of the metal exhibits an oscillation with a frequency equal to that of incident light, also known as the localised surface plasmon resonance (LSPR). This LSPR can activate reactants through several pathways. As a first effect, heat will be generated in the local vicinity of the plasmonic NP through the Joule effect, allowing for enhanced reaction kinetics. Secondly, light can be re-emitted at the same frequency as the incident light concentrated at specific positions at the NP surface, dependent on particle morphology. This effect is known as near-field enhancement which can strongly benefit photo-activated processes or generate additional charge carriers in the semiconductor. In a third pathway, the energy of the LSPR can be used to promote an electron to a higher energy level, referred to as a hot electron. When the plasmonic NP is in junction with a semiconductor, hot electrons can be injected into the conduction band over the Schottky barrier, increasing the charge carrier lifetime and thus their probability of participating in a reaction.34–36 Finally, the conventional generation of electron–hole pairs in the semiconductor by UV excitation can also occur. The local heat generation is defined as a photothermal contribution, while the near-field enhancement, hot electron generation and injection and bandgap transition combined are referred to as non-thermal contributors.35,37–41

CeO2 is a semiconductor with a face-centred cubic (FCC) fluorite crystal structure which is rarely fully stoichiometric and exhibits relatively large amounts of oxygen vacancies (VOs) in its lattice. Every VO results in two reduced Ce3+ sites while retaining the fluorite structure and can readily be reversed into stoichiometric CeO2.42–48 The VOs allow for increased adsorption of CO2 and have been shown to act as catalytic sites for rWGS on supported CeO2−x, for both redox and associative reaction mechanisms. In the redox mechanism, the reaction occurs at a redox site of the catalyst, specifically at VO sites of the support material as commonly catalytic metals for rWGS do not readily change valence states. In the associative mechanism, H2 is dissociated at the catalytic metal and will react with CO2 adsorbed on the support to result in carbon-containing intermediates (e.g. formates, carbonates), which are subsequently converted to CO.18,49–56 Additionally, it has been demonstrated that deposition of metal NPs, e.g. Au, on the surface of CeO2−x can significantly decrease the required temperature to form VOs at the surface.57–62 Due to these unique properties, CeO2−x has been studied as a support52,63–70 and photocatalyst in various applications like selective organic reactions,71–75 hydrogen evolution reaction76 and pollutant degradation.77–81

Several supported plasmonic materials have been investigated as photocatalysts for sunlight-driven rWGS: Ag,82 Al,83 Co,84 Cu,85,86 Fe,87,88 Mo,89 Ni,90 Pt,91–94 Pd (ref. 91, 95–97) and Ru.98 In addition, Au has been widely reported as a plasmonic photocatalyst due to its strong LSPR effect and high selectivity towards rWGS. An overview of publications reporting supported Au plasmonic photocatalysts can be found in Table S1.25,27,30,85,99–103 Production rates are either normalized by the mass of the photocatalyst including the support, denoted as gcat−1, or by the mass of only the plasmonic metal (denoted as gAu−1). For supported Au plasmonic photocatalysts, no specific correlations between plasmonic Au size, loading and activity have been reported. In addition, the Au/CeO2−x catalytic system for light-driven plasmonic rWGS is not yet fully understood: no correlation between photocatalytic activity and key structural properties has been reported. Upadhye et al. reported an Au/CeO2−x photocatalyst with a CO production rate of 85.02 mmol gcat−1 h−1, which was a significant enhancement compared to the Au/Al2O3 photocatalyst with an insulating support. They also found the largest rate enhancement between dark and light experiments for Au/CeO2−x compared to Au/TiO2 and Au/Al2O3. For Au/TiO2 they proposed a carboxyl-mediated associative mechanism at the metal–support interface where the LSPR assists in dissociation of the carboxyl intermediate or H2O formation.85 Lu et al. reported an Au/CeO2−x photocatalyst with a CO production rate of approximately 7 mmol gcat−1 h−1; they attributed the activity difference between light and dark experimental conditions to the plasmon-associated dissociation of H2 on the Au surface.103

In our study, we prepared and characterized a series of Au/CeO2−x catalysts and focused on the influence of key structural properties of Au and CeO2−x, more specifically particle size, Au loading and oxygen vacancies, on the catalytic performance of Au/CeO2−x in the sunlight-powered rWGS reaction. By the obtained results, we gained insights on the impact of photothermal heating and the nature of non-thermal effects contributing to the reaction.

2 Results and discussion

2.1 Characterisation

2.1.1 Hydrothermal synthesis of CeO2−x. Two distinct CeO2−x support particle sizes were synthesised using a hydrothermal (HT) method as described in the experimental methods in the ESI, namely large (L-HT) and small (S-HT) particles. In summary, Ce(NO3)3·6H2O and polyvinylpyrrolidone (PVP) were dissolved in an ethanol[thin space (1/6-em)]:[thin space (1/6-em)]water mixture (1[thin space (1/6-em)]:[thin space (1/6-em)]2 for L-HT and 3[thin space (1/6-em)]:[thin space (1/6-em)]1 for S-HT), then transferred to a Teflon-lined autoclave and left in an oven at 160 °C (20 h for L-HT, 14 h for S-HT). Finally, the solvent was evaporated in ambient air and a powder was obtained. A sample list with a summary of characterisation is available in Table S2. Particle sizing with dynamic light scattering (DLS) (Fig. S1c and h) of the as-synthesised dispersion yielded a particle size of 376 ± 6 nm and 53 ± 3 nm for L-HT and S-HT, respectively, with a confidence interval of 98%. Particle size distributions from transmission electron microscopy (TEM) analyses (Fig. S1a, b, d and e) yielded particle sizes of 200 ± 7 nm and 35.5 ± 0.7 nm for L-HT and S-HT, respectively, with a confidence interval of 98%. The hydrodynamic diameter obtained by DLS is likely a larger value than particle sizes found in TEM analysis due to the presence of the electric double layer, organic residuals and agglomeration. Thermogravimetric analysis (TGA) was performed (Fig. S1i) and a weight loss of 68% and 72% was observed for L-HT and S-HT below 450 °C, indicating a large amount of organic material still present in the powders. This was confirmed by attenuated total reflection Fourier-transform infrared (ATR-FTIR) spectroscopy (Fig. S1g), where characteristic CH and CH2 stretch vibrations (around 2900 cm−1) originating from the PVP surfactant are present in both L-HT and S-HT samples. X-ray diffraction (XRD) (Fig. 1c) analyses of both samples exhibited the characteristic fluorite structure of CeO2 (JCPDS 65-5923). Additional peaks can be attributed to the LaB6 internal standard (JCPDS 06-0401) which was added as a reference for accurate peak position determination.
image file: d4cy01194e-f1.tif
Fig. 1 (a) Particle size distributions of L CeO2−x support from TEM analysis with lognormal fit. (b) Representative TEM image of L CeO2−x particles. (c) XRD diffractograms of L-HT, S-HT, L and S CeO2−x particles with LaB6 as internal standard. Intensity is normalised on the wt% of sample in the sample/LaB6 mixture. Graphs have been stacked for visual clarity. The * denotes an impurity peak of the Al sample stage in the L sample. (d) Particle size distributions of S CeO2−x support from TEM analysis with lognormal fit. (e) Representative TEM image of S CeO2−x particles. (f) H2-TPR profiles of S and L CeO2−x particles; graphs have been stacked for visual clarity.
2.1.2 Calcination of CeO2−x. To remove organic and nitrate impurities from CeO2−x, L-HT and S-HT the samples were calcined in dry air at 400 °C to result in CeO2−x powders with large (L) and small (S) particle sizes. XRD (Fig. 1c) shows that the CeO2 fluorite crystal structure is retained for both L and S, with increased peak intensity compared to L-HT and S-HT, which indicates an increase in crystallinity. Crystallite sizes calculated using Scherrer's equation can be considered identical for both samples, viz. 12 nm and 13 nm for L and S, respectively. Size analyses based on TEM images yielded superstructure sizes, consisting of aggregated smaller crystallites of 196 ± 13 nm and 37 ± 2 nm for L and S, respectively, with a 98% confidence interval (Fig. 1a–d). Calcination had no significant impact on the particle size distribution. Brunauer–Emmett–Teller (BET) analyses were performed on N2 physisorption isotherms (Fig. S1j) to study the specific surface area of the samples and BET surface areas of 81 m2 g−1 and 115 m2 g−1 were found for L and S, respectively. The variance in specific surface area is in line with expectations due to the difference in particle size. Thus, it can be concluded that for L and S the crystallite sizes are equivalent although they are assembled in differently sized superstructures, meaning that differences between L and S samples could solely be attributed to the differences in surface area. ATR-FTIR (Fig. S1g) shows that stretching vibrations of organic compounds can no longer be observed for L and S samples. Following peak attributions by Li et al.104 (Table S3), the characteristic CeO2 vibrations and vibrations of bidentate and unidentate carbonates are observed for both L and S samples as well as adsorbed H2O. Additional vibrations of bridged carbonates are found for the S sample, which are not present in the L sample. Diffuse reflectance UV-vis spectroscopy was performed in order to study the optical properties of the CeO2−x samples (Fig. 2c). One absorption band around 400 nm is observed for both L and S samples, attributed to the bandgap of CeO2−x. Tauc analysis (Fig. S1h) was performed on the UV-vis spectra to obtain the bandgap energy, resulting in 3.26 ± 0.03 eV for L and 3.15 ± 0.03 eV for S samples, with a 98% confidence interval. The redshift in bandgap energy for the S sample may be the result of a larger amount of VOs due to an increase in surface area. Raman spectroscopy (Fig. S2a and b) shows the F2g mode of the fluorite structure at 462.8 cm−1 and 462.2 cm−1 for L and S, respectively. Transverse (TO) and longitudinal optical (2LO) overtones are also observable for both samples at around 260 cm−1 and 1200 cm−1, respectively. Additionally, a small peak, often referred to as the defect band (D) which can be related to VOs, is observable around 600 cm−1, with no significant difference between L and S samples.105 Finally, a small peak is observable at around 725 cm−1 which could be attributed to adsorption of oxygen species. The reduction behaviour of the ceria powders was investigated by hydrogen temperature-programmed reduction (H2-TPR) measurements (Fig. 1f and Table S4). Two reduction domains were identified for both samples. The first reduction domain at 300–500 °C can be attributed to formation of VOs at the CeO2−x surface, consisting of two peaks: around 350 °C, reduction at the particle surface, then at around 450 °C, formation of VOs at the sub-surface.106 A second reduction domain starting at about 700 °C is attributed to the formation of VOs in the bulk of CeO2−x. Integration of peaks below 500 °C shows 391 μmol g−1 H2 uptake (41.8% of total H2 uptake at the CeO2−x surface) and 480 μmol g−1 H2 uptake (55.2% of total H2 uptake at the CeO2−x surface) for L and S, respectively, which aligns with the BET results. Thus, TPR results indicate that a larger quantity of VOs at the surface can be formed for S CeO2−x due to an increased surface area.
image file: d4cy01194e-f2.tif
Fig. 2 Representative HAADF-STEM image, EDX mapping in STEM mode and Au particle size distribution from TEM analysis with lognormal fit of (a) 4Au/L, (d) 4Au/L-O, (e) 4Au/S and (h) 4Au/S-O Au/CeO2−x samples. CeO2−x is coloured blue and Au is coloured red in EDX mapping, lower magnification shown for (a) and (d) to illustrate CeO2−x size particle difference. (b) XRD diffractogram of 4Au/S-O. (c) Reflective diffuse UV-vis spectra of L, 4Au/L, 4Au/L-O, S, 4Au/S and 4Au/S-O samples; graphs have been stacked for visual clarity. H2-TPR profiles of (f) 4Au/L-O, 4Au/L-R and 4Au/L and (g) 4Au/S-O, 4Au/S-R and 4Au/S; graphs have been stacked for visual clarity.
2.1.3 Au deposition on CeO2−x. Au was deposited on L and S CeO2−x using a deposition–precipitation method with chemical reduction as described in the experimental methods in the ESI, resulting in 4Au/L and 4Au/S samples, respectively. A sample list with a summary of characterisation is available in Table S2. The deposited Au content was quantified with inductively coupled plasma-optical emission spectroscopy (ICP-OES), resulting in a loading of 4.0 ± 0.8 wt% Au and 3.8 ± 0.9 wt% Au for 4Au/L and 4Au/S, respectively, with a confidence interval of 95%. High-angle annular dark-field scanning TEM (HAADF-STEM) analyses (Fig. 2a and e) were performed to study the size and morphology of the deposited Au nanoparticles. The HAADF contrast between Au and CeO2−x could not be used to distinguish the locations and dimensions of the Au NPs, as thickness variations of the CeO2−x particles themselves lead to similar contrast differences to those between Au and CeO2−x. Therefore, energy-dispersive X-ray (EDX) spectroscopy mappings were performed in STEM mode for all samples to unambiguously identify the Au nanoparticles. Au particle sizes of 3.5 ± 0.2 nm and 3.6 ± 0.3 nm were determined for 4Au/L and 4Au/S, respectively. XRD (Fig. S3a and b) was performed on the 4Au/L and 4Au/S samples which revealed that the fluorite crystal structure of CeO2 was retained while Au could not be observed, likely due to the small Au NP size and a low diffraction volume of present Au. Diffuse reflectance UV-vis spectroscopy (Fig. 2c) was performed, and in addition to the CeO2 bandgap, the characteristic plasmonic absorption band of Au was observed with a minimum reflectance at 531 nm and 530 nm for 4Au/L and 4Au/S, respectively. Tauc analysis could not be performed on spectra of Au/CeO2 samples due to spectroscopic overlap of the Au plasmonic absorption band with the CeO2 bandgap. Raman spectroscopy (Fig. S2a and b) was performed with a 785 nm laser source instead of a 532 nm laser source, but a large loss in peak intensity was observed due to strong visible light self-absorption in the sample, severely reducing the detection limit. The characteristic F2g peak can be observed at 460.5 cm−1 and 461.7 cm−1 for Au/L and Au/S, respectively, which is a slight redshift compared to L and S. The TO peak can still be observed around 265 cm−1 and the D band consists of two components: one around 550 cm−1 and one around 600 cm−1. The former has been reported to be specifically linked to the presence of VOs.105,107 However, attempts to determine VO content in the Au/CeO2−x did not yield dependable results due to variations between samples and the aforementioned strong self-absorption. In H2-TPR (Fig. 2f and g and Table S4) the reduction of bulk CeO2−x remained unchanged, and the position of the sub-surface reduction peak at 450 °C remains for both Au/L and Au/S. However, the formation temperature of VOs at the particle surface is drastically lowered by the addition of Au at <150 °C; a small peak remains at 350 °C, likely due to some inhomogeneity where surface CeO2 is not located close to Au. The peak at 150–250 °C can similarly be attributed to formation of sub-surface VOs which is lowered due to addition of Au. Furthermore, integration of the peaks below 500 °C (Table S4) shows that both Au/L and Au/S have significantly less H2 uptake, 18.7% and 31.7% respectively, for the formation of surface VOs compared to L (41.8%) and S (55.2%), indicating that a significant number of VOs is already present in the catalysts upon Au deposition. Additionally, a significantly larger number of sub-surface VOs are also present in 4Au/L (60 μmol H2 per g surface uptake and 86 μmol H2 per g, 0.27 ratio) compared to L (83 μmol H2 per g surface uptake and 308 μmol H2 per g, 0.69 ratio), indicating that Au deposition has a significant impact on sub-surface reduction.
2.1.4 Thermal treatment of Au/CeO2−x. In order to independently study the impact of both CeO2−x size and VOs in the Au/CeO2−x catalysts, catalyst materials were thermally treated for 2 h at 500 °C in dry air to minimise VO content, which resulted in 4Au/L-O and 4Au/S-O from 4Au/L and 4Au/S, respectively. Additionally, the 4Au/L and 4Au/S catalysts were thermally treated for 2 h at 500 °C in 5% H2 in N2 in order to increase VO content and study its impact on catalysis, resulting in 4Au/L-R and 4Au/S-R, respectively. A sample list with a summary of characterisation is available in Table S2. HAADF-STEM analyses (Fig. 2d and h) were performed to study the size and morphology of the deposited Au. Au particle sizes of 5.1 ± 0.3 nm and 4.9 ± 0.4 nm were determined for 4Au/L-O and 4Au/S-O, respectively. Particle growth of Au NPs occurred during thermal treatment, which resulted in larger average sizes compared to as-synthesised 4Au/L and 4Au/S. This was not the case for 4Au/L-R and 4Au/S-R (Fig. S4c and d), where no significant change in particle size was observed at 3.0 ± 0.3 nm and 3.8 ± 0.4 nm, respectively. XRD (Fig. 2b) was performed for 4Au/L-O without an internal standard. In addition to diffraction peaks of CeO2 (JCPDS 65-5923), one characteristic Au (JCPDS 04-0784) diffraction peak at a 2θ value of 38.19°, corresponding to hkl values of (111), could be observed. Further peaks were not observable due to low intensity and the Scherrer method could not be used to estimate the Au crystallite size due to low peak intensity. For 4Au/L-O, 4Au/S-O, 4Au/L-R and 4Au/S-R with an internal standard (LaB6) no significant changes were observable compared to 4Au/L and 4Au/S. Diffuse reflectance UV-vis spectroscopy (Fig. 2c) was performed and the plasmonic absorption band of Au was observed slightly redshifted to 547 nm and 568 nm for 4Au/L-O and 4Au/S-O, respectively. For the 4Au/L-O sample an additional shoulder could be observed at 695 nm. A small redshift is expected due to particle growth, while the strongly redshifted shoulder is a possible result of partial agglomeration of Au. No significant change in plasmon absorption bands after reductive thermal treatment were observed for 4Au/L-R and Au/S-R (Fig. S4b). The catalysts' specific surface area was investigated with BET (Fig. S1j), resulting in BET surface areas of 62 m2 g−1, 86 m2 g−1, 59 m2 g−1 and 84 m2 g−1 for 4Au/L-O, 4Au/S-O, 4Au/L-R and 4Au/S-R, respectively. A decrease of specific surface area for all samples compared to L (81 m2 g−1) and S (115 m2 g−1) is likely a result of the Au deposition process and subsequent thermal treatment. The significant difference for the Au/CeO2−x with large and small CeO2−x remained. Raman analyses (Fig. S2a and b) yielded F2g positions of 459.2 cm−1, 460.8 cm−1, 460.7 cm−1 and 461.3 cm−1 for 4Au/L-O, 4Au/S-O, 4Au/L-R and 4Au/S-R, respectively. D positions at around 550 cm−1 and 600 cm−1 were observed as well, and similar to 4Au/L and 4Au/S, no assessment of VOs could be made from these results. H2-TPR results (Fig. 2f and g and Table S4) indicate the same reduction peak for all samples above 700 °C, attributed to the bulk VO formation. The reduction peak at around 450 °C from sub-surface VO formation is absent in all samples, fully lowering this peak to 200 °C. This was possibly due to some surface restructuring during thermal treatments, which could not be reached during the mild conditions of the Au deposition. Furthermore, 4Au/L-O (25.7% surface H2 uptake) and 4Au/S-O (30.6% surface H2 uptake) show a very intense reduction peak at 125 °C compared to 4Au/L-R (16.0% surface H2 uptake) and 4Au/S-R (20.6% surface H2 uptake), integrations of which (Table S4) indicate that the thermal treatments are adequate to tune VOs in the catalysts.
2.1.5 Au size variation in Au/CeO2−x. To study the impact of the plasmonic Au on the light-driven rWGS reaction, Au loadings of 0.4 wt%, 1.5 wt% and 6.0 wt% Au were deposited on the S CeO2−x sample using two different deposition–precipitation methods, producing samples denoted 0.4Au/S, 1.5Au/S and 6Au/S. An alternative deposition–precipitation method for the synthesis of 0.4Au/S was utilised in order to achieve a smaller Au particle size (<2 nm), which is below the minimum that can be achieved with the synthetic method using urea (3.5 nm). No further thermal treatment was performed so as to not influence VOs, as the same S CeO2−x sample was used as support material. A sample list with a summary of characterisation is available in Table S2. The Au content for each sample was determined using ICP-AES, resulting in 0.41 ± 0.02 wt% for 0.4Au/S, 1.57 ± 0.08 wt% for 1.5Au/S, and 5.75 ± 0.4 wt% for 6Au/S, with a confidence interval of 95%. HAADF-STEM analysis (Fig. 3a and b) was carried out to study the size and morphology of the deposited Au. Equivalent Au particle sizes of 3.9 ± 0.3 nm and 3.5 ± 0.3 nm were determined for 1.5Au/S and 6Au/S, respectively. No individual Au particles could be identified for construction of a size distribution. This was due not only to the aforementioned poor contrast but also to the low loading and very small Au particle size (<2 nm) of the 0.4Au/S sample (Fig. S4a), requiring high spatial resolution EDX mappings with long acquisition times, leading to time-consuming mappings in which no particles appeared to be present in the scanned areas. However, as this synthesis is adapted from a work previously reported by our group where better contrast between Au and TiO2 allowed for particle size determination, an Au particle size of 1.6–1.7 nm is expected.25,27 Diffuse reflectance UV-vis spectroscopy (Fig. 3c) was performed in which the CeO2 bandgap was observed in the near-UV region (<400 nm) and the LSPR peak of Au was observed with a minimum reflectance at 533 nm, 532 nm and 526 nm for 0.4Au/S, 1.5Au/S and 6Au/S, respectively. These values are comparable with the observations above for 4Au/S and 4Au/L. XRD (Fig. S3c) was performed on 0.4Au/S, 1.5 Au/S and 6Au/S and no significant differences could be observed compared to 4Au/S.
image file: d4cy01194e-f3.tif
Fig. 3 Representative HAADF-STEM image, EDX mapping in STEM mode and Au particle size distribution from TEM analysis with lognormal fit of (a) 1.5Au/S and (b) 6Au/S. CeO2−x is coloured blue and Au is coloured red in EDX mapping. (c) Diffuse reflective UV-vis spectra of 0.4Au/S, 1.5Au/S and 6Au/S; graphs have been stacked for visual clarity.

2.2 Catalysis

2.2.1 Irradiance variation. The catalytic activity of Au/CeO2−x photocatalysts for the light-driven rWGS reaction was investigated using reaction conditions described in the experimental methods in the ESI. In summary, unless otherwise noted, a solar simulator provided illumination of 9 kW m−2 (9 suns, AM1.5) and no external heating was applied. The reactor was operated in flow mode with a gas flow of 8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]4 ml min−1 H2[thin space (1/6-em)]:[thin space (1/6-em)]CO2[thin space (1/6-em)]:[thin space (1/6-em)]N2 at 3.5 bar. No other products besides CH4 and CO were detected, and no reactivity was observed for bare L and S supports upon illumination, while they solely produced CH4 when externally heated to 180 °C without illumination. Confidence intervals of 98% are shown for catalyst activity. A summary of catalyst activity and selectivity is shown in Table S5.

Accurate temperature measurements are essential for differentiating between thermal and non-thermal contributions. The catalyst temperature (Fig. 4c and S5a) was measured with a thermocouple in the reactor vessel, a thermocouple at the bottom of the catalyst bed and fibre Bragg grating (FBG)-based fibre optic sensors inside the catalyst bed, as reported in a previous work (Fig. 4d and e).26 A temperature difference of almost 100 °C is observed between the FBG result at the top of the catalyst surface compared to the thermocouple at the bottom of the catalyst bed. Furthermore, the presence of photothermal contributions in the reaction was investigated by studying the influence of light variation on the CO production, where the irradiance was varied between 6 kW m−2 and 9 kW m−2 (AM1.5) (6 and 9 suns). In order to eliminate the contribution of the semiconductor to the reaction, a UV cutoff filter (<395 nm) was mounted in the light path during additional experiments. All catalysts possess selectivity towards CO of more than 98%. An exponential relationship (Fig. 4a and b) is observed for 4Au/L-O, 4Au/S-O, 4Au/L-R and 4Au/S-R, confirming the presence of a photothermal contribution in all catalysts. As heat generated by plasmonic particles is linearly dependent on the incident light intensity, an exponential increase in activity is expected with light variation for photothermal processes, following Arrhenius' law.35 No significant production (refer to Fig. S6a for a simplified representation) difference can be observed between large (4Au/L-O and 4Au/L-R) and small (4Au/S-O and 4Au/S-R) CeO2−x support samples, indicating that there is no direct significant impact of CeO2−x surface area on the photocatalytic activity. From this it can be deduced that the pathway for the sunlight-driven rWGS reaction over Au/CeO2−x is presumably not progressing through a redox mechanism, but instead through an associative mechanism, which aligns with reports in the literature.52,101 Using the temperature at the catalyst surface from FBG, it was possible to calculate the apparent activation energy for the light-powered reaction using the Arrhenius equation (Fig. S7a–c). Apparent activation energies of 1.2 kJ mol−1, 1.0 kJ mol−1, 1.2 kJ mol−1 and 0.8 kJ mol−1 were obtained for 4Au/L-O, 4Au/S-O, 4Au/L-R and 4Au/S-R, respectively. When making use of the UV cutoff filter, apparent activation energies of 1.0 kJ mol−1 and 1.7 kJ mol−1 were found for 4Au/S-O and 4Au/S-R, respectively. The apparent activation energy values obtained above are all very low compared to previously reported photocatalytic apparent activation energies of 146 kJ mol−1 for Au/CeO2 (ref. 103) and 29 kJ mol−1 for Au/TiO2 in the same reactor setup,27 so an exceptionally active photocatalyst with very fast CO production would be expected. This, however, was not the case. A possible explanation could be that only a small fraction of the catalyst material is producing a significant amount of CO, while the majority of the catalyst material is not active, possibly amongst others due to limited light penetration into the catalyst bed (small skin depth). This can be demonstrated by examining the temperature depth profile within the catalyst bed during reaction (Fig. S5b). The temperature of the 4Au/S-R photocatalyst upon 9 kW m−2 illumination is 203.3 °C at the surface, 197.8 °C at 0.15 mm depth, 193.3 °C at 0.30 mm depth and only 171.9 °C at 0.50 mm depth. Then, following Arrhenius' equation, about half CO production rate is expected at 0.30 mm depth and <10% CO production rate is expected at 0.50 mm depth. This was further confirmed by studying CO production (as a function of illuminated area) in relation to catalyst loading in the reactor (Fig. S8). No homogeneous spread of catalyst over the holder could be achieved with catalyst loadings <50 mg, and from 60 mg catalyst loading onwards a plateau in CO production is reached. This confirms that the vast majority of photocatalytic activity takes place at the surface of the photocatalyst bed.


image file: d4cy01194e-f4.tif
Fig. 4 (a) CO production of 4Au/S-R and 4Au/S-O under varied illumination using AM1.5 filter and AM1.5 + UV cutoff filter, (b) 4Au/L-R and 4Au/L-O under varied illumination using AM1.5 filter, (c) temperature of reactor vessel, bottom of the catalyst bed and top of the catalyst of 4Au/S-R irradiance variation experiments. Schematic (d) and photo (e) of the FBG-based fibre optic sensors inside the catalyst bed and thermocouples in the reactor; the figure has been adapted from a previously published work.26 Reaction conditions: mixture of CO2[thin space (1/6-em)]:[thin space (1/6-em)]H2[thin space (1/6-em)]:[thin space (1/6-em)]N2 (8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]4 ml min−1) at 3.5 bar pressure, 200 mg Au/CeO2−x photocatalyst, varied irradiance from solar simulator (AM1.5 with and without UV cut-off filter).

Another observation is a significant decrease in CO production for 4Au/S-R (Fig. 4a) when making use of the UV cutoff filter, paired with a significant increase in apparent activation energy, indicating a substantial contribution of CeO2−x light absorption above bandgap. This difference in apparent activation energy could indicate a different rate-determining step in the catalytic cycle. This was not observed for 4Au/S-O under the same reaction conditions, where no impact of UV contribution was obtained. Wang et al.101 recently reported that the plasmonic rWGS reaction over Au/Al2O3 is driven by an associative mechanism with both carboxylic and formate intermediates and VOs acting as active sites. For smaller Au NPs (4.3 nm and 6.7 nm) the mechanism was found to be mainly dominated by mono- and bridged formate intermediates. The rate-determining step was identified as the decomposition of HCOO* into CO* and OH* species, resulting in a cumulation of the formate intermediates on active sites during reaction. Applying this mechanism to our results, it can be interpreted that for 4Au/S-R the rate-determining step is similarly the dissociation of the formate intermediates, with an accumulation of these formate intermediates at the VO sites. A reasonable explanation for the lower apparent activation energy upon UV illumination stems from additional charge carriers being generated in the semiconductor which aid in dissociation of the formate intermediate to form CO. In contrast, 4Au/S-O is in fact a precatalyst, as the active sites for catalysis, which are VOs at the catalyst surface, still need to be generated, which lowers overall catalytic activity. No significant impact of UV irradiation is observed, indicating that UV-generated charge carriers generated in the CeO2−x do not significantly contribute to the formation of oxygen vacancies compared to the LSPR effect.

Compared to Au/TiO2 catalysts under similar reaction conditions and without external heating, our catalysts are outperformed in activity by Au/TiO2 with small Au nanoparticles (1.6 nm).25,27 The CO selectivity is similarly high (≥98%). For Au/TiO2 catalysts with larger Au nanoparticles (6 nm, 16 nm) that activity is in the same range as for the Au/CeO2−x catalysts reported in this manuscript.30 Direct comparison with Au/Al2O3 and Au/SiO2 is not possible, since the catalysts reported in the respective studies were both illuminated and externally heated to temperatures between 300 °C and 400 °C.85,100–102 In a previous study on Au/CeO2, Lu et al. reported a higher activity, albeit at a significantly higher irradiance of 32.0 kW m−2.103

2.2.2 Dark reaction. When catalysis was performed without illumination, and using external thermal heating to 180 °C (Fig. 5), using L, 4Au/L-O, 4Au/L-R, S, 4Au/S-O and 4Au/S-R, a dramatic switch in selectivity of >97% towards CH4 was observed for all samples. The highest catalyst activity was achieved with bare support L and S, indicating that a redox mechanism is likely at play in dark conditions. The lower CH4 production upon deposition of Au, and higher activity of S compared to L, correlates well with the surface areas found in BET analysis of 4Au/L-O, 4Au/L-R, 4Au/S-O and 4Au/S-R compared to L and S, respectively. An explanation for this dramatic shift in selectivity at comparable reaction temperatures could be the absence of non-thermal contributions by the plasmonic particles upon illumination, generating charge carriers that allow for desorption of CO before further reduction to CH4, as proposed in earlier work.25,27,30,35,85
image file: d4cy01194e-f5.tif
Fig. 5 CO and CH4 production rates of L, 4Au/L-O, 4Au/L-R, S, 4Au/S-O and 4Au/S-R in the dark, thermally heated to 180 °C and no illumination. Reaction conditions: mixture of CO2[thin space (1/6-em)]:[thin space (1/6-em)]H2[thin space (1/6-em)]:[thin space (1/6-em)]N2 (8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]4 ml min−1) at 3.5 bar pressure, 200 mg Au/CeO2−x photocatalyst, no illumination and reactor heating to 180 °C.
2.2.3 The impact of Au particle size and loading. The catalytic activity (Fig. 6a) of the 0.4Au/S, 1.5Au/S and 6Au/S samples was investigated and CO production rates of 3.9 ± 0.7 mmol CO per gAu per h, 1.0 ± 0.1 mmol CO per gAu per h and 1.7 ± 0.2 mmol CO per gAu per h were obtained, respectively. CH4 production rates were 0.09 ± 0.02 mmol CH4 per gAu per h, 0.017 ± 0.002 mmol CH4 per gAu per h and 0.0054 ± 0.0005 mmol CH4 per gAu per h, respectively, resulting in a CO selectivity of 99.4%, 98.3% and 99.7% for 0.4Au/S, 1.5Au/S and 6Au/S. A higher CO production per gram of Au (gAu−1) for smaller Au particles is in line with the results of our previous study on TiO2-supported Au.30 However, our aim was to correlate the catalytic activity in the rWGS to physical properties of the catalyst. As noted above, VO sites at the interface of the Au NP and the support are the likely active sites in the catalytic reaction. Therefore, the interface between Au NPs and the support was investigated and was quantified to be linearly dependent on the circumference of the base of a hemispherical Au NP on the support (in order to consider strong metal–support interaction). Based on this assumption, we calculated the circumference of the contact area of the Au hemisphere on CeO2−x and multiplied this by the number of Au particles present in the catalyst (using Au loading by ICP and volume per hemisphere). For all three catalysts with different Au loading, we then divided the CO production rate by (number of Au particles × circumference). In addition, the relationship with the number of contact points, which scales with the number of Au particles in the catalyst, was investigated similarly assuming hemispherical Au particles.
image file: d4cy01194e-f6.tif
Fig. 6 CO production of 0.4Au/S, 1.5Au/S and 6.0 Au/S normalised on (a) mass of Au, (b) circumference of Au particles and (c) number of contact points (amount of Au particles). Reaction conditions: mixture of CO2[thin space (1/6-em)]:[thin space (1/6-em)]H2[thin space (1/6-em)]:[thin space (1/6-em)]N2 (8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]4 ml min−1) at 3.5 bar pressure, 200 mg Au/CeO2−x photocatalyst, 8.54 kW m−2 illumination from solar simulator (AM1.5).

The calculated values (Table S6) represent catalytic activity normalised on the interface area between metal and support (scales linearly with the sum of circumferences of the base of all hemispherical Au NPs) (Fig. 6c) and normalised on the number of Au particles (Fig. 6b). The total volume of Au in the sample was considered. When normalising the CO production with respect to the weight of Au (Fig. 6a), significantly different values are obtained for the samples (0.4Au/S, 1.5Au/S and 6Au/S), which is also the case when normalising with respect to the number of Au particles.

This indicates that the Au weight or the number of Au particles are not directly determining the CO production rate. However, when the CO production rate is normalised on the interface area between metal and support, no significant differences were observed. This indicates that the CO production rate may scale directly with the number of active sites, which aligns with the associative mechanism reported above. As such, the CO production rate is expected to increase linearly with the number of active sites as it will increase the dissociation of formate intermediates. As a verification, the same calculations were performed for 4Au/L-O, 4 Au/L-R, 4Au/S-O and 4Au/S-R (Fig. S6b) and similarly no significant differences between samples could be observed, indicating that the difference in CO activity between reduced and oxidised samples could be attributed to Au particle growth in oxidised samples. These observations underline careful consideration when choosing a plasmonic metal deposition method on semiconducting supports for the sunlight-driven rWGS, as the activity of the photocatalyst is strongly dependent on the interfacial sites.

2.2.4 Catalyst stability. Spent catalysts of Au/L-O, Au/S-O, Au/L-R and Au/S-R were characterised after catalysis with HAADF-STEM (Fig. S9a, c, d and f) and no significant differences were observed compared to the as-synthesised catalysts. Diffuse reflectance UV-vis spectroscopy (Fig. S9b) shows no difference in the Au LSPR absorption band for 4Au/L-R and 4Au/S-R. However, for 4Au/L-O and 4Au/S-O the redshifted shoulder discussed for the fresh catalysts, which was attributed to formation of Au dimers during particle growth during the thermal treatment, reduces in intensity. This could be an indication that the temperature in the plasmonic dimer NPs during catalysis is adequate to coalesce these Au dimers into spherical particles, which are only slightly redshifted compared to the smaller Au NPs. However, not enough energy is present for Au particles to migrate over the surface, so no additional particle growth takes place. Raman spectra (Fig. S2c) did not yield significantly different results compared to the as-synthesised catalysts. We studied the difference in the amount of oxygen vacancies in oxidized and reduced catalysts under catalytic conditions. Comparing H2-TPR results obtained for reduced catalysts 4Au/L-R and 4Au/S-R before and after catalysis demonstrates that the percentage of H2 uptake increases after catalysis, indicating a partial loss of oxygen vacancies. Before catalysis, the percentage of H2 uptake was 16.0% and 20.6% for 4Au/L-R and 4Au/S-R, respectively (Fig. S9e and Table S4). After catalysis, this increased to 18.2% and 22.5%. For the oxidized catalysts 4Au/L-O and 4Au/S-O, the percentage dropped during catalysis from 25.7% to 16.7% and from 30.6% to 24.3%, respectively. Therefore, the applied reaction conditions during catalysis influence VOs.

The stability of CO production of the 4Au/S-R catalyst was investigated over 38 h (Fig. 7a). Initially a CO production rate of 2.42 ± 0.06 mmol CO per gAu per h was obtained, and after 38 h 1.59 ± 0.05 mmol CO per gAu per h was observed, resulting in an activity loss of 34%. This loss in activity could be fully attributed to H2O accumulation on the surface at VO sites, effectively poisoning the active sites for rWGS. The reactor was left at 90 °C under vacuum for 2 h and then allowed to cool, allowing the catalyst to fully regenerate. A CO production rate of 2.53 ± 0.09 mmol CO per gAu per h was found upon illumination. Similar results were found for 4Au/S-O over 15 h (Fig. S10), with an initial CO production rate of 1.87 ± 0.06 mmol CO per gAu per h and a CO production rate of 0.84 ± 0.06 mmol CO per gAu per h after 15 h with an activity loss of 55%. The catalyst could similarly be regenerated under vacuum at 90 °C for 2 h and a CO production rate of 1.7 ± 0.1 mmol CO per gAu per h upon illumination. On–off experiments were carried out to probe catalyst stability with a fluctuating irradiance (Fig. 7b). The lamp was turned on for 1 h and then turned off for 1 h per cycle. 4 of these cycles were performed during one day. The catalyst remained under dark conditions at room temperature overnight. The following day, 4 more cycles were performed. Similar losses of CO production due to accumulation of H2O at the catalyst surface were observed. In practical application, the catalyst may be regenerated, e.g. by thermal treatment or in vacuo. Furthermore, for equilibrium-limited reactions such as the rWGS process, adsorption of water as a reaction product increases the conversion by shifting the equilibrium according to Le Chatelier's principle. Sorbents and/or membrane technology are applied to achieve this and facilitate CO2 capture and utilization.108


image file: d4cy01194e-f7.tif
Fig. 7 (a) CO production of 4Au/S-R over 38 h, CO production after regeneration in vacuum at 90 °C has been appended at 40 h, and (b) CO production of 4Au/S-R during on–off experiments, the lamp was turned on–off every hour. Reaction conditions: mixture of CO2[thin space (1/6-em)]:[thin space (1/6-em)]H2[thin space (1/6-em)]:[thin space (1/6-em)]N2 (8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]8 ml min−1[thin space (1/6-em)]:[thin space (1/6-em)]4 ml min−1) at 3.5 bar pressure, 200 mg Au/CeO2−x photocatalyst, 8.54 kW m−2 illumination from solar simulator (AM1.5).
2.2.5 Reaction mechanism. The results obtained from the catalysis study clearly demonstrate that the role of plasmonic Au in the Au/CeO2−x-catalyzed rWGS reaction is essential. It contributes in two ways: (i) plasmon-induced charge carriers induce rapid desorption of CO from the catalyst surface, avoiding further reduction to CH4, and (ii) electron–phonon coupling leads to an increase in temperature thereby increasing the reaction rate. Furthermore, the influence of UV irradiation on the reaction rate obtained with reduced Au/CeO2−x catalysts and the linear dependence of the reaction rate on the interface area between metal and support suggest that catalysis takes place at the interface of Au and CeO2−x, pointing out to an associative mechanism for the plasmon-catalyzed rWGS reaction. A proposed reaction mechanism, mediated by monobridged formate, is shown in Fig. 8, following the proposed mechanism of plasmonic-driven rWGS over Au/Al2O3 as recently reported by Wang et al.101 The activation energy of the Au/CeO2−x-catalyzed rWGS reaction is very low (1–2 kJ mol−1), which is paradoxical given the low CO production rate. This may be explained by the limited number of active sites on the catalyst combined with the very limited light penetration depth. Future work should focus on detailed investigation of the active sites. An in-depth study of the dependence of the reaction rate and activation energy on the size of the Au particles, whilst keeping the light penetration depth constant by tailoring the Au loading, may further contribute to identifying the catalytically active site. In analogy to the recent work by Duan and coworkers, these kinetic data, together with mesokinetic modeling, may provide a quantitative description of active site characteristics.109,110
image file: d4cy01194e-f8.tif
Fig. 8 Proposed associative monobridged formate-mediated reaction mechanism for the plasmonic-driven rWGS reaction over Au/CeO2−x upon illumination. In fully oxidised catalysts, the rate-determining step (blue 1) is the plasmonic-driven generation of vacancies near Au NPs. For catalysts with a reducing treatment, the rate-determining step (blue 2) is proposed to be the dissociation of the formate intermediate. Atoms are labelled as Au (gold), C (black), H (white), O (red).

3 Conclusion

We successfully produced CeO2−x support materials by hydrothermal synthesis and decorated them with Au nanoparticles on their surface. For systematic catalytic studies, we produced materials with varying CeO2−x particle size, Au particle size and loading, and concentration of oxygen vacancies. In addition to conventional compositional and structural characterization, we determined the H2 uptake of these materials as a function of temperature to shed light on the concentration of oxygen vacancies before and after catalysis. We determined that both photothermal and non-thermal effects contributed to the light-driven rWGS reaction catalysed by plasmonic Au/CeO2−x. Upon illumination, all Au/CeO2−x catalysts tested in this study produced CO with a selectivity of ≥98% at low catalyst surface temperatures (up to 203 °C). The supports without Au were inactive. The exponential relationship between the CO production rate and the irradiance confirms the contribution of photothermal heating. For all tested catalysts, low apparent activation energies were obtained (0.8–1.7 kJ mol−1). The contrasting low overall activity of the tested catalysts (up to 2.6 ± 0.2 mmol g−1 h−1) is amongst others due to the limited light penetration depth. UV light only contributed to the performance of reduced catalysts. Their oxidized counterparts remained unaffected. The latter is likely due to the fact that oxidized Au/CeO2 is merely a precatalyst, for which the formation of oxygen vacancies to form the actual catalyst is rate determining. For the reduced catalysts, we assume that the decomposition of formate intermediates is rate determining (associative mechanism). In the dark, all Au/CeO2−x catalysts and the supports without Au formed CH4 instead of CO. The latter indicates that plasmon-induced desorption of CO plays a vital role in preventing further reduction to CH4. Systematic studies with varying Au loading and particle size show a linear dependence of the catalytic activity on the accessible interfacial area between CeO2−x and Au. This observation is in line with the proposed associative mechanism for which the rate-determining decomposition of formate takes place at the metal–support interface. An assessment of the catalyst stability in steady-state and fluctuating operating conditions demonstrated that the catalytic performance was affected by adsorption of H2O as reaction product, which could be reversed upon heating in vacuo. For spent catalysts, we observed that the concentration of oxygen vacancies substantially increased for oxidized Au/CeO2, whilst it remained similar for their reduced counterparts. This confirms the formation of active catalyst by reduction of the oxidized precatalyst. Structural changes were not observed for spent catalysts, indicating good stability under the applied reaction conditions.

Data availability

All data are available in the manuscript and the submitted ESI file. For raw data, please contact the corresponding authors.

Author contributions

Jordi Volders: conceptualisation, data curation, formal analysis, investigation, methodology, visualisation, writing – original draft, writing – review & editing. Sander Bossier: investigation, writing – review & editing. Sander Stulens: investigation, visualisation, writing – review & editing. Bjorn Joos: investigation, writing – review & editing. Thomas Vranken: methodology, resources, writing – review & editing. Francesc Sastre: formal analysis, investigation, methodology, resources, writing – review & editing. Jan D'Haen: investigation, visualisation, writing – review & editing. Ken Elen: conceptualisation, data curation, funding acquisition, methodology, supervision, writing – review & editing. Marcel A. Verheijen: funding acquisition, investigation, methodology, resources, visualisation, writing – review & editing. Pegie Cool: funding acquisition, methodology, supervision, writing – review & editing. An Hardy: conceptualisation, data curation, funding acquisition, methodology, supervision, writing – review & editing. Pascal Buskens: conceptualisation, data curation, funding acquisition, methodology, supervision, writing – review & editing. Marlies K. Van Bael: conceptualisation, data curation, funding acquisition, methodology, supervision, writing – review & editing. All authors have read and agreed to the published version of the manuscript.

Conflicts of interest

There are no conflicts to declare.

Acknowledgements

This work received funding from the European Union's Horizon 2020 research and innovation programme under grant agreement 101015960 (SPOTLIGHT), the EC Interreg Flanders-The Netherlands project FOTON and the Research Foundation Flanders (FWO-Vlaanderen) under project No. G0A4924N (PICaSSo). Solliance and the Dutch province of Noord-Brabant are acknowledged for funding the TEM facility. We would like to thank Robbe Jacops for ICP-OES measurements, Pieter De Meyer for TGA analyses and Naomi Billiet and Nele Debusschere for XRD measurements.

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