Abstract
For high-temperature catalytic reaction, it is of significant importance and challenge to construct stable active sites in catalysts. Herein, we report the construction of sufficient and stable copper clusters in the copper‒ceria catalyst with high Cu loading (15 wt.%) for the high-temperature reverse water gas shift (RWGS) reaction. Under very harsh working conditions, the ceria nanorods suffered a partial sintering, on which the 2D and 3D copper clusters were formed. This partially sintered catalyst exhibits unmatched activity and excellent durability at high temperature. The interaction between the copper and ceria ensures the copper clusters stably anchored on the surface of ceria. Abundant in situ generated and consumed surface oxygen vacancies form synergistic effect with adjacent copper clusters to promote the reaction process. This work investigates the structure-function relation of the catalyst with sintered and inhomogeneous structure and explores the potential application of the sintered catalyst in C1 chemistry.
Subject terms: Heterogeneous catalysis, Catalyst synthesis, Chemical engineering
Constructing stable active sites in catalysts for high temperature catalytic reactions remains challenging. Here, the authors manage to make stable copper clusters in the copper‒ceria catalyst with high Cu loading (15 wt.%) for the high-temperature reverse water gas shift reaction.
Introduction
Supported metal catalysts have been widely used in the industrial catalysis process because of their adequate active sites and high atom utilization1–5. Recently, nanoengineering has been widely applied on the preparation of solid catalysts with a homogeneous surface structure by anchoring active metal on stable supports6,7. Maintaining the uniformity and high dispersion of the active metal sites has been considered to be the key to the excellent activity of catalysts8. However, with the sintering of catalysts, the active metal tends to agglomerate especially under the reaction conditions of high temperature and reducing atmosphere, leading to the serious deactivation9,10. Reducing the loading of the active metal can partly overcome the aggregation, however, the activity of the catalyst is commonly unsatisfactory due to the insufficient active metal sites11. Thus, the construction of stabilized and adequate active sites in the sintered catalyst is a great challenge but also full of significance.
The reverse water gas shift (RWGS) reaction is recognized a most promising way to utilize CO2, thanks to its high selectivity and low operation pressure12–15. The resulting CO is considered as feedstock to produce various value-add chemicals via Fischer-Tropsch synthesis or other syngas process16–18. Due to its endothermic property, a high working temperature is usually required to facilitate the equilibrium conversion of CO2. However, it brings huge difficulty to the durability of the catalysts under such harsh conditions14,19,20. Noble metal catalysts, such as Pd- and Pt- based catalysts11,21,22, have been studied for this reaction, however, their practical applications are limited by the inferior catalytic performance and high cost. Among the non-noble metal catalysts, Cu-based catalyst has been considered as the ideal candidate for this reaction because of the high activity, selectivity, and low cost13,14,23,24. However, on one hand, the catalysts with high copper loading are apt to agglomeration, causing severe deactivation24. On the other hand, the low copper loading on supports can partly resist aggregation, but suffers from insufficient active sites and poor catalytic performance7. As a result, the conflict between high activity and high stability under harsh reaction conditions limits the development and application of Cu-based catalysts. According to the previous work, ceria (CeO2) is often recognized as a suitable supports to anchor copper because of the strong interaction between copper and ceria. Using the interaction, the copper‒ceria catalyst has shown its unique value in a variety of catalytic reactions, such as low-temperature water-gas shift reaction25,26, CO oxidation27, and CO2 hydrogenation23,28. Besides, CeO2 tends to sintered after high-temperature aging, resulting in a dramatic structural transformation29. Recently, our group has constructed stable and atomically dispersed copper site with unsaturated coordination in the sintered copper‒ceria catalyst with very low Cu loading of 1 wt% by air-calcination at 800 °C, which exhibited very high and stable activity for CO oxidation27. However, during the long-term harsh reaction conditions of high temperature and reductive atmosphere, the structure of the copper‒ceria catalyst is still unclear, especially for the catalyst with relative high copper loading, which undoubtedly limits the development and application of the copper‒ceria catalyst.
Herein, we report a partially sintered Cu/CeO2 catalyst with Cu loading up to 15 wt.% which exhibits extraordinarily high activity and stability for the RWGS reaction under very harsh conditions (600 °C, space velocity of 400,000 mL·gcat−1·h−1). Two-dimensional (2D) and three-dimensional (3D) copper clusters are formed and firmly anchored on the surface of ceria under the reaction conditions due to the interaction between copper and ceria, through which abundant stable active sites were constructed. Further, structural characterization and DFT calculations confirmed that abundant active surface oxygen vacancies were in situ generated and consumed circularly during the reaction, which combined with adjacent copper clusters to promote the activation of CO2 and catalytic efficiency. The synergistic catalytic effect of anti-sintering active copper clusters and sufficient surface oxygen vacancies provided a guarantee for the extraordinary activity and stability under harsh conditions. The partially sintered catalyst with excellent catalytic performance breaks the conventional impression that catalysts are severely deactivated upon sintering and shows great potential in the utilization of CO2.
Results
Catalytic performance in the RWGS reaction
The catalytic performance in the RWGS reaction over various catalysts was evaluated at various temperatures under a high space velocity of 400,000 mL·gcat−1·h−1. As shown in Fig. 1a, the CeO2 support itself showed very poor catalytic activity. When the reaction temperature reached 600 °C, CO2 conversion was only 8%. While, after depositing copper on ceria, the catalyst significantly promoted the catalytic activity. The catalytic activity increased with the increasing of copper loading until the copper loading reached 15 wt.% (Supplementary Fig. 1). Among all the prepared catalysts, the 15CuCe catalyst showed the best activity of 146.6 molCO2·gcat−1·s−1 at 600 °C, which was at least three times higher than all the other reported catalysts. In addition, the reaction rate of 15CuCe was as high as 52.2 molCO2·gcat−1·s−1 at 500 °C, more than one order of magnitude than that of other reported non-noble metal catalysts and even noble metal catalysts (Fig. 1b and Table 1). And it is worth noting that these Cu catalysts show 100% selectivity of CO with no CH4 detected in the products (Supplementary Fig. 1b). Besides, the catalytic performances of the 15CuCe catalyst under other reaction atmospheres with different H2:CO2 ratios were also evaluated. As shown in Supplementary Fig. 2, the CO2 conversion increased with the increasing of the H2:CO2 ratio. And at all these H2:CO2 ratios, the 15CuCe catalyst shown excellent catalytic activity, suggesting this catalyst had high catalytic efficiency over a wide range of H2:CO2 ratios. And it was noteworthy that even when the H2:CO2 ratio reached 4:1, no CH4 was detected in the production, which indicated the catalyst catalyzed the RWGS reaction much rather than the methanation. To the best of our knowledge, the excellent activity of the 15CuCe catalyst at high temperature is unmatched. As shown in Fig. 1c and Supplementary Fig. 3, the apparent activation energy Ea of the 5CuCe catalyst (62.88 kJ·mol−1) and the 15CuCe catalyst (57.92 kJ·mol−1) was much lower than that of the 15CuAl catalyst (133.96 kJ·mol−1). Besides, the 15CuCe catalyst synthesized with CeO2 nanorod as support exhibited much better activity than that of the 15CuCe-NC and 15CuCe-NP catalysts, indicating the morphologies of CeO2 supports had important effect on the catalytic performance (Supplementary Fig. 4).
Table 1.
Catalyst | H2:CO2 | Temperature (°C) | Pressure (MPa) | Rate (10‒5molCO2/gcat/s) | CO selectivity (%) | Ref |
---|---|---|---|---|---|---|
15CuCe | 3:1 | 600 | 0.1 | 146.6 | 100 | this work |
15CuAl | 3:1 | 600 | 0.1 | 3.0 | 100 | this work |
Cu/CeO2‒hs | 3:1 | 600 | 0.1 | 42.5 | 100 | 46 |
4Cu‒Al2O3 | 2:1 | 600 | 0.1 | 17.9 | 100 | 13 |
Cu/β‒Mo2C | 2:1 | 600 | 0.1 | 47.7 | 99.2 | 14 |
Cu-Fe/SiO2 | 1:1 | 600 | 0.1 | 11.9 | 100 | 20 |
NiCe/Zr | 3:1 | 550 | 0.1 | 33.3 | 99.5 | 48 |
15CuCe | 3:1 | 500 | 0.1 | 52.2 | 100 | this work |
In2O3‒CeO2 | 1:1 | 500 | 0.1 | 2.98 | 100 | 49 |
K80‒Pt/L | 1:1 | 500 | 0.1 | 2.22 | 100 | 22 |
Ni‒in‒Cu | 3:1 | 500 | 0.1 | 3.95 | 100 | 50 |
CuSiO/CuOx | 3:1 | 500 | 0.1 | 3.18 | 100 | 51 |
TiO2/Cu | 3:1 | 500 | 0.1 | 1.78 | N/A | 51 |
SiO2/Cu | 3:1 | 500 | 0.1 | 1.11 | N/A | 51 |
Cu‒Zn‒Al | 2:1 | 500 | 0.1 | 26.1 | 100 | 14 |
Cu/β‒Mo2C | 2:1 | 500 | 0.1 | 37.9 | 99.0 | 14 |
Pt/TiO2 | 1:1 | 400 | 0.1 | 5.0 | 100 | 52 |
Pt/Al2O3 | 1.4:1 | 400 | N/A | 0.16 | N/A | 53 |
Ni/Mg(Al)O | 3:1 | 450 | 0.1 | 0.5 | 66.7 | 54 |
Fe-CeO2 | 4:1 | 400 | 0.1 | 0.65 | 100 | 55 |
Long-term evaluation of the copper‒ceria catalysts was conducted. As illustrated in Fig. 1d, both the 5CuCe and 15CuCe catalyst showed excellent stability. For the 5CuCe catalyst and the 15CuCe catalyst, even under the very harsh condition (600 °C, GHSV = 400,000 mL·gcat−1·h−1), it maintained more than 85% of its initial activity after 70 h test. The activity of both the 5CuCe and the 15CuCe catalysts decreased gradually in the first 20 h and then stabilized. In order to explore the stability of the 15CuCe catalyst further, the test time was extended to 240 h, and the 15CuCe catalyst still showed excellent stability. However, the 15CuCe-NP catalyst with more severe sintering (Supplementary Table 1) showed worse stability and lower activity in the 40 h test (Supplementary Fig. 5). And the reference 15CuAl catalyst lost more than 50% of its original activity within 10 h under the same test conditions. In addition, the reaction rate of the 15CuCe catalyst decreased slightly after six rounds of start-up cool-down stability tests (Supplementary Fig. 6). From the above results, the optimal 15CuCe catalyst achieved the combination of high activity and high stability.
Structural characterization of the copper‒ceria catalysts
The catalytic performances of catalysts are closely related to the structure of the catalyst. The transmission electron microscopy (TEM) images of the fresh 15CuCe catalyst presented the regular rod-like structure with length ranging from about 50 to 200 nm (Supplementary Fig. 7a). The EDS mapping results (Supplementary Fig. 7b) suggested that copper species were well dispersed in the fresh 15CuCe catalyst. The catalysts with relative low copper loading exhibited the similar size and morphology as the 15CuCe catalyst (Supplementary Fig. 8). As for the fresh and used 25CuCe catalysts, a large number of isolated copper particles (tens to hundreds nanometers, labeled by circle in red) were observed (Supplementary Fig. 8h and k), which indicated that the optimized copper loading was around 15 wt.%. This phenomenon showed that it was crucial to load proper amount of copper on the ceria support. The addition of excess copper results in agglomeration and deactivation, while catalysts with low Cu concentration suffer from insufficient Cu active sites, ending up with poor catalytic performance. For the 15CuCe catalyst after H2 pretreatment, the high-angle annular dark-field (HAADF) images (Supplementary Fig. 9) indicated that ceria nanorods could maintain the rod-like morphology, suggesting ceria nanorods have not undergone obvious sintering prior to the RWGS reaction. In addition, 2D layered and 3D hemisphere-shaped copper clusters could be clearly observed on the surface of CeO2 nanorods. The width of the 2D layered clusters ranged from 1 nm to 3.5 nm, and the thickness was from about 0.2 nm to 0.5 nm. The diameter of 3D clusters was around 2 nm. Besides, as shown in Fig. 2a, compared to the used catalyst with slight sintering after temperature-dependent evaluation (Supplementary Fig. 8j), the CeO2 nanorods underwent more obvious sintering during the long-term reaction of 70 h at high temperature. However, the excellent activity and stability of the catalyst (Fig. 1a and d) meant that there might still be abundant active metal sites on the partially sintered ceria support. As shown in Fig. 2b–d and Supplementary Fig. 10, the EDS elemental mapping images demonstrated the high dispersion of copper, with Cu signal appearing uniformly on the surface of the partially sintered catalyst. And the HAADF images indicated on the surface of the partially sintered copper‒ceria catalyst, copper also existed dominantly in the forms of 2D layered clusters and 3D hemisphere shaped clusters (Fig. 2e–i and Supplementary Fig. 11), similar to the activated samples. The average thickness of the layered clusters was about 0.4 nm (Fig. 2i), which was approximately consistent with a bilayer configuration of copper atoms25. The widths of the 2D layered clusters varied from 1.5 nm to 4 nm. And the mean width and average thickness of the 3D clusters were 1.3 nm and 0.6 nm, respectively.
Although many excellent reports have explored the structure of copper‒ceria catalysts25,27, the structure of the copper‒ceria catalyst, including the status of copper species and morphology of ceria, is almost unknown under harsh reaction conditions (at high temperature and with the reductive atmosphere), especially for the catalyst with relatively high copper loading. In order to explore the structure of the 15CuCe catalyst after a long enough reaction time, the measurement by an HAADF-STEM of the sample after 240 h RWGS reaction was performed. As shown in Fig. 3a, CeO2 nanorods were still partially sintered, but not completely sintered, which indicated that CeO2 nanorods could not oversinter to cause the severe deactivation. And the EDS mapping images (Fig. 3b–d and Supplementary Fig. 12) suggested that the copper species were still highly dispersed on the partially sintered CeO2 support. As illustrated in Fig. 3e–i, even though the reaction time has been extended to 240 h, 2D and 3D copper clusters were anchored on the partially sintered CeO2 nanorods, which undoubtedly prevented the catalyst from being inactivated by the agglomeration of active copper species. According to the above experimental results, the structural evaluation of the 15CuCe catalyst during the long-term reaction could be shown in the Fig. 3j. Under the harsh reaction conditions, the ceria support sintered partially, but copper species were still anchored as clusters on the catalyst surface. However, for the reference 15CuAl catalyst, even though the Al2O3 support was very stable under high temperature, copper species have agglomerated significantly during the reaction, which caused severe deactivation in activity (Supplementary Fig. 13). And the 15CuCe catalyst prepared by the impregnation (IMP) method with poor dispersion of copper also exhibited much inferior activity (Supplementary Fig. 14).
In Table 2, the actual Cu content of the copper‒ceria catalysts was similar to that of the theoretical value. And the Cu/CeO2 catalysts exhibited similar specific BET surface areas (80.1–88.2 m2·g‒1) except the 15CuAl catalyst showed a larger value 154.7 m2·g‒1. X-ray diffraction (XRD) results (Supplementary Fig. 15) showed that fluorite CeO2 served as dominate phase for all the fresh and used catalysts except the 25CuCe catalyst. And from the XRD results (Supplementary Fig. 13) of the fresh 15CuCe and used 15CuCe catalysts after 70 h stability test, it could be seen that copper species existed mainly in the form of CuO before the reaction and metallic Cu0 after the reaction. The tiny diffraction peak of Cu0 also suggested that copper could maintain very small size even after a long period of high-temperature reaction, which was also consistent with the results of STEM. The Cu 2p X-ray photoelectron spectroscopy (XPS) spectra of the fresh, activated, and used 15CuCe catalyst were shown in Supplementary Fig. 16. The XPS peaks centered at 933.6 and 932.4 eV were attributed to the Cu 2p3/2 region; According to the previous reports, the peak centered at 933.6 eV was attributed to the Cu2+ species, and 932.4 eV was assigned to Cu+/Cu0 species30. It indicated that only Cu2+ was detected for the fresh 15CuCe catalyst, while for the activated and used 15CuCe sample, the Cu+/Cu0 species appeared. This result indicated that the surface Cu2+ species was reduced to Cu+ or Cu0 in the activation process.
Table 2.
Catalyst | Cu (wt.%)a | SBET (m2·g‒1)b | H2 (μmol·g‒1)c | Integral D/F2g signald |
---|---|---|---|---|
1CuCe | 0.8 | 86.2 | α430, β124 | α0.11, β0.16 |
5CuCe | 3.4 | 88.2 | α1191, β510 | α0.47, β0.67 |
10CuCe | 9.7 | 83.9 | α2543, β1352 | α0.60, β0.96 |
15CuCe | 15.2 | 83.3 | α3791, β1996 | α0.65, β1.50 |
25CuCe | 26.5 | 80.1 | α4647, β3062 | α0.75, β1.69 |
15CuAl | 16.1 | 154.7 | / | / |
aDetermined with ICP-OES.
bDetermined with N2 adsorption.
cActual values of H2 consumption (α) and theoretic values of H2 consumption calculated according to Cu2+ → Cu0 (β).
dD/F2g internal ratio of fresh catalysts (α) and used catalysts (β).
The interaction between the copper and ceria in the catalyst
The high dispersion of the copper species reflected the interaction between copper and ceria. For the fresh Cu/CeO2 catalysts, such interaction can be confirmed by H2 temperature-programmed reduction (H2-TPR)8. As shown in supplementary Fig. 17a, the TPR profiles could be deconvoluted into three peaks. In the previous report31, the EXAFS data confirmed the existence of Cu-O and Cu-Ce binding in the Cu/CeO2-NR catalyst, which was quite consistent with the reduction peaks of CuOx clusters and the Cu-[Ox]-Ce structure. However, the experimental result in the Supplementary Fig. 17b and other reports32 indicated that the H2-TPR pattern of pure CuO was not completely symmetric, which suggested that the reduction of CuOx was not completed in one step, suggesting the CuOx species were progressively reduced to Cu+ and Cu0 species. Besides, the reduction peak of CuO could not be deconvoluted into two symmetric peaks, indicated the reduction of Cu2+ to Cu+ and the reduction of Cu+ to Cu0 occurred simultaneously in a certain range of reduction temperature. Therefore, we speculated the reduction peaks of highly dispersed CuOx clusters in copper‒ceria catalysts were also not symmetric, and the α and β peaks could not be attributed to the reduction of single species, but the progressively reduction of CuOx species to Cu+ and Cu0 species. Furthermore, the high-temperature sharp peak (170‒260 °C) was due to the reduction of the strong interaction of Cu-[Ox]-Ce structure30. Comparing to the H2-TPR results of pure CeO2 and CuO (Supplementary Fig. 17b), the CuO‒CeO2 interaction enhanced the redox properties of these catalysts33. However, the reduction temperature of the reference 15CuAl catalyst was close to that of pure CuO, which meant there was a very weak interaction between copper and alumina (Supplementary Fig. 18). With such weak interaction, copper were difficult to be stabilized on the Al2O3 support under the high-temperature reduction conditions, causing the severe deactivation of the 15CuAl catalyst.
In order to further explore the interaction between the interfacial copper and ceria in the 15CuCe catalyst after the H2 pretreatment and the stability test, the in situ infrared spectroscopy at the low temperature (−143 °C) was measured by using the CO as probe molecule. As shown in Fig. 4a, three CO bands appeared after 1.0 × 10−3 mbar CO was injected. The band at 2166‒2170 cm−1 was assigned to CO adsorbed at the Ce3+ site25. And the two bands at 2092 cm−1 and 2069 cm−1 were attributed to the CO adsorption on the Cu+ and Cu0 sites34, respectively. The intensity of all CO bands increased with the increase of CO pressure, especially at the Ce3+ site. Then with the rising of the degree of vacuum to 1.0×10−7 mbar, the rapid elimination of adsorbed CO at the Ce3+ was observed, which was related to the weak binding energy of CO-Ce3+. The CO-Cu+ related infrared bands demonstrated that part of Cu+ sites could not be reduced during the H2 activation process. Besides, as for the partially sintered 15CuCe sample after the stability test, there were also three bands appeared (Fig. 4b). The presence of the Cu+ site and the Ce3+ site confirmed that the interaction between the positively charged copper atoms with eletrophilicity and the Ce3+ with nucleophilicity was not destroyed after long time treatment of reductive atmosphere at high temperature of 600 °C. The H2-TPR result for the 15CuCe catalyst after the temperature-programmed surface reaction (TPSR) test also gave a reduction peak (Supplementary Fig. 19), which again suggested a part of copper species remain Cuδ+ with electrophilicity during the reaction due to the interaction between copper and ceria32. Therefore, there was no doubt that the stable interaction between copper and ceria were present, which ensured the high dispersion and high stability of the active copper sites under harsh conditions.
Role of the surface oxygen vacancy in the catalysts
Due to the interaction between copper and ceria, the Ce4+ can be transformed to Ce3+, which is accompanied by the formation of oxygen vacancy8,34–36. It has been reported that oxygen vacancies commonly are recognized as the crucial active site to adsorb and dissociate CO228,37, playing an important role in the CO2 reduction reaction. Luis F. Bobadilla et al. demonstrated that the dissociation paths of CO2 on reductive and non-reductive supports were different, the oxygen vacancies on reductive supports could activate CO2 more efficiently38. However, CO2 is a stable molecule, whose dissociation rate is closely related to the number of oxygen vacancies39. In this work, ex situ and in situ Raman spectra were performed to characterize the oxygen vacancies of the catalysts. In ex situ Raman results of all fresh and used copper‒ceria catalysts (Supplementary Fig. 20), besides the vibration mode (F2g) of CeO2 fluorite-type structure at ~454 cm−1, a broad D band was also found8. The D1 peak located at ~543 cm−1 resulted from surface oxygen vacancy where Ce4+ was replaced by Ce3+. And the D2 peak at ~603 cm−1 was the intrinsic defect in ceria40,41. The relative integral intensity ratio of D/F2g reflected the concentration of oxygen vacancies in each catalyst3,8,42,43. As illustrated in Supplementary Figure 20, the relative strength of the D band gradually increased with the increase of copper loading which meant that copper could promote the creation of oxygen vacancies. And the oxygen vacancy concentration of the used catalysts was higher (Table 2), indicating that more oxygen vacancies were created during the pretreatment and reaction process. The H2-TPR results of all the Cu/CeO2 catalysts also reflected that the amounts of hydrogen consumption of these catalysts were bigger than the theoretical values based on the complete reduction of Cu2+ to Cu0 (Table 2). This was due to the reduction of surface oxygen of the ceria at relatively low temperature by the aids of highly dispersed copper clusters. The more practical H2 consumption exceeded the theoretical value, the more oxygen vacancies were formed44. And for the Cu/CeO2 catalysts after reaction, more oxygen vacancies were produced on the surface by the effect of the reductive reaction gas (69% H2/23% CO2/ 8% N2).
To explore the role of oxygen vacancy in the actual reaction process further, the in situ Raman under reaction condition at 300 °C and 500 °C were measured and the results were showed in Fig. 5a. The 15CuCe catalyst showed a strong peak centered at 543 cm−1, which was assigned as surface oxygen vacancies. Compared to the fresh 15CuCe catalyst, the D1 band was even pronounced than F2g peak during the reaction process, which meant that abundant surface oxygen vacancies were in situ generated during the reaction process. For the 5CuCe catalyst, the D1 band was also obvious, which meant surface oxygen vacancies were ubiquitous in the reaction process for Cu/CeO2 catalysts in this work (Supplementary Fig. 21). And as exhibited by the illustrations in Fig. 4a and Supplementary Fig. 21, the in situ Raman tests reflected that the copper‒ceria catalyst contained similar concentrations of oxygen vacancies at 300 °C and 500 °C. The small difference in the concentration of the oxygen vacancy could be considered within the error range. Besides, for the pure CeO2 support (Supplementary Fig. 22), the intensity of the D peak was very weak in the reaction atmosphere, which again demonstrated that the addition of copper could create more oxygen vacancies on the surface of ceria.
In order to explore the relationship between the activation of reactant molecules (H2 and CO2) and the oxygen vacancy, the in situ Raman spectra of the 15CuCe catalyst with CO2/H2 switch under 300 °C and 500 °C were also measured. As shown in the Fig. 5b and c, the Raman spectra of the 15CuCe catalyst after H2 treatment showed a strong characteristic peak of oxygen surface vacancy centered at 543 cm−1. When CO2 was filled in, the intensity of D1 peak diminished, which meant that CO2 adsorbed on the surface oxygen vacancies and occupied them. However, the stable D2 peak suggested that CO2 adsorption almost has little effect on the intrinsic defects. This experimental phenomenon directly confirmed that the surface oxygen vacancy was involved in this reaction. The second cycle of in situ Raman measurement also gave the same conclusion that surface oxygen vacancies were created by H2, and consumed by CO2. This in situ Raman result indicated that the surface oxygen vacancies could be consumed and regenerated as the reaction progress, allowing for the existence of lots of surface oxygen vacancies on the catalyst surface which could promote the high activity and stability. Besides, the relationship between the concentration of oxygen vacancy and CO2 treatment time at 300 °C and 500 °C was also explored. As shown in the Fig. 5d–g, the decrease rate of oxygen vacancy at 300 °C was significantly faster than that at 500 °C. Combined with the results of the CO2-TPD in Supplementary Fig. 23, the adsorption of CO2 became more and more difficult with the increase of temperature. Therefore, it was easier for CO2 to adsorb on oxygen vacancies at 300 °C compared to 500 °C. Besides, the effects of H2 and CO2 concentrations on the oxygen vacancy have also been investigated. As shown in Supplementary Fig. 24, the addition of CO2 could reduce the amount of oxygen vacancies. However, further increasing the concentration of CO2 did not significantly reduce the concentration of oxygen vacancies, which suggested that the rate. which CO2 consume oxygen vacancies was much slower than the rate of which H2 produced oxygen vacancies. The rapid formation of oxygen vacancies also meant the 15CuCe catalyst with dispersed copper clusters has a strong ability to dissociate H2.
Meanwhile, as illustrated in Supplementary Fig. 25, the reaction orders of CO2 for the 15CuCe and 5CuCe catalysts were 0.25 and 0.52, respectively. And the reaction orders of H2 over the 15CuCe and 5CuCe catalysts were 0.25 and 0.3, respectively. The lower apparent reaction orders of CO2 and H2 on the 15CuCe catalyst compared to the 5CuCe sample reflected the reaction rate on the 15CuCe catalyst was less dependent on the concentrations of CO2 and H2, which might suggested CO2 and H2 were relatively easily adsorbed on the 15CuCe catalyst with more oxygen vacancies and copper sites.
Reaction mechanism study
The mechanisms of the RWGS reaction have been classified into two categories, redox mechanism. and associative mechanism19. Whether the dissociated H species involve in the formation of reactive intermediates (such as formate) is the key to distinguish these two mechanisms45. In this work, the dissociation experiment of CO2 was performed to probe the reaction pathway. After the catalyst pretreated by H2/Ar at 600 °C for 1 h, the CO2/Ar mixed gas was introduced into the reactor at room temperature. As shown in Fig. 6a, there was no consumption of CO2 except for a part of the desorbed CO2 during the adsorption process. Meanwhile, there was no generation of CO could be found. The above experimental results indicated that it was difficult for CO2 itself to be directly dissociated to form CO by the 15CuCe catalyst. In Fig. 6b, the TPSR result illustrated that CO2 signal gradually decreased and CO signal gradually increased from ~300 °C, suggesting CO2 was converted into CO with the assistance of H2. Thus, combing the results of CO2 dissociation experiment and TPSR, it could be concluded that CO2 activation may processed via an associative intermediate pathway.
To further explore the active intermediates, the in situ diffused reflectance infrared Fourier transform spectroscopy (DRIFTS) was carried out. As shown in the Fig. 6c and Supplementary Fig. 26a, after the injection of CO2, only carbonate signal appeared and no CO gas signal was generated, which indicated carbonate was hard to dissociate directly into CO. However, as shown in Fig. 6d and Supplementary Fig. 26b, after the injection of CO2 and H2 over the activated 15CuCe catalyst, in addition to the carbonate signal, the C=O vibration peak of formate at 1373 cm−1 and the typical C-H stretch vibration peaks of formate at 2949 cm−1 and 2845 cm−1 were observed46,47. Simultaneously, the broadband, which was attributed to the gaseous CO at 2000–2200 cm−1 has been detected as the increasing of the formate signal.
Calculations based on density functional theory (DFT) were also performed. The adsorption characteristics of CO2 suggested that the presence of Cu atoms assured that the decreasing entropy step could occur, shown as Fig. 7a, b and Supplementary Table 2. Notwithstanding the situation of oxygen vacancy affected the binding force, the energy could be reduced more than one electron-volt under the bonding interaction between Cu and CO2. And in the presence of H2, Cu atoms captured H2 molecule and broken H-H bond, then transferred H atom to CO2, shown as Fig. 7c. Formate structures formed accompanying the formation of C-H bond, and these structures exhibited in the intermediate IMA3, IMA3-I, IMA4, and IMA4-I. The heat liberation declared that the formate formation was a thermodynamic feasible elementary reaction. The subsequent hydrogen-migration step (ΔE = 1.587 eV) was the thermodynamically limiting step, and this might be the reason that formate signals were detected by DRIFTS. Carboxylic intermediates, IMA3-II and IMA4-II, were involved in the mechanism at the same time. Different from the formate intermediates, one step was absent from the carboxylic path, i.e., IMA4-II produced IMA6 directly. Based on the above experimental results and DFT calculations, we could further infer that the associative mechanism was involved in this reaction and the surface formate and carboxylic species might be the important reactive intermediates. The synergistic catalytic effect between copper clusters and oxygen vacancies copper clusters promoted the adsorption of CO2 and the formation of active intermediates. The sufficient copper clusters and abundant oxygen vacancies in the 15CuCe catalyst undoubtedly created more metal cluster-oxygen vacancy active interfaces.
Discussion
For high-temperature catalytic reactions, the development of catalysts with both high activity and excellent stability has always been difficult. In this work, highly dispersed active copper clusters with high loading (15 wt.%) were stably constructed on the partially sintered copper‒ceria catalyst during the real reaction process. The optimal 15CuCe catalyst exhibited excellent catalytic performance to catalyze the RWGS reaction at high operating temperature, which surpassed almost all the reported non-noble metal catalysts and costly noble metal catalysts. The harsh reaction conditions of high temperature and reductive atmosphere caused the ceria support sintered partially, while the interaction between copper and ceria maintained well. The unexpected stable interaction ensured the copper species to maintain stable in the forms of 2D layered clusters and 3D hemisphere-shaped clusters on the partially sintered ceria support. Besides, abundant surface oxygen vacancies were in situ generated and consumed circularly during the reaction process, forming the synergistic catalytic effect with copper cluster to promote the activation of CO2 and the formation of active intermediates. The unmatched activity and solid stability of this catalyst show great potentials in the practical applications. And the reveal of the structure-function relationship of the catalyst with sintered configuration also provides a reference for other systems.
Methods
Preparation of copper‒ceria catalysts
The copper‒ceria catalyst was prepared by the deposition-precipitation (DP) method. Firstly, the ceria support (0.50 g) was dispersed in 30 mL high purity water under continuous stirring. Next, different amounts of copper precursor, Cu(NO3)·3H2O, were dissolved in 12.5 mL of high pure water, and then added into the above CeO2/H2O suspension dropwise. During the process of instilling, the pH value of the solution was controlled to ca. 9 by adding Na2CO3 solution (0.50 mol·L−1). The obtained precipitates were further aged at room temperature for 1 h before filtration, followed by washing with high pure water (1 L) at room temperature. The resulting material was dried in air at 75 °C overnight and then calcined in still air at 600 °C for 4 h (heating rate: 2 °C/min). The copper‒ceria samples synthesized in this work were donated as xCuCe (x = 1, 5, 10, 15 and 25), where x is the copper content in weight percent (x = [Cu/CeO2]wt × 100%). The reference copper‒ceria catalyst was prepared using the impregnation (IMP) method. 0.5 g of CeO2 support was dispersed in deionized water by stirring. Then the suitable amount of copper nitride was added into the slurry. The obtained mixture was dried at 90 °C using an oil bath under stirring. The resulting material was calcined in still air at 600 °C for 4 h (heating rate: 2 °C/min). The reference copper‒ceria sample was donated as 15CuCe-IMP.
Transmission electron microscopy (TEM)
Transmission electron microscopy (TEM) was undertaken by JEM-2100F (JEOL) instrument operating at 200 kV. The samples were dispersed in ethanol by ultrasonic and dropped on the carbon-coated Cu grid before test. The images of high-resolution TEM (HR-TEM) were obtained by using a JEOL JEM-2800 instrument with an acceleration voltage of 200 kV. The element mapping results and EDS analysis were acquired from the same machine under STEM mode. The High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) images were obtained on a Thermo Scientific Themis Z microscope equipped with a probe-forming spherical-aberration corrector.
Raman test
All the ex situ and in situ Raman spectra were acquired by using a Raman microscope system (HORIBA JY) with laser excitation at 633 nm. The integration times of ex situ and in situ Raman spectra were 1 min and 5 min, respectively.
In situ infrared spectroscopy in the transmission mode
The infrared measurements were conducted in a UHV apparatus combining a FTIR spectrometer (Bruker Vertex 70 v) with a multi-chamber UHV syetem. The sample was pretreated with H2 or reaction gas at 873 K for 30 min, and then exposed to CO with desired pressure at 130 K.
Catalytic tests and kinetics measurement
The catalytic performance evaluation was tested in a fixed-bed flow reactor under a gas atmosphere of 23% CO2/69% H2/N2 (66.7 mL·min−1, Deyang Gas Company, Jinan) at 1 bar total pressure. Before the activity test, 10 mg catalysts (40‒60 mesh) diluted with 90 mg inert SiO2 were activated by 5% H2/Ar at 600 °C for 60 min followed by switching to the feed gas for testing. The test temperature ranges from 300 °C to 600 °C. And before the analysis of gas products, the RWGS reaction needs to stabilize for 60 min at each test temperature. The gas products were analyzed by using an on-line gas chromatograph equipped with a thermal conductivity detector (TCD). CO2 conversion and CO selectivity were calculated using the following equations:
1 |
2 |
where is the concentration of CO2 in the reaction stream, and , , are the concentrations of CO, CO2, CH4 in the outlet. The CO2 thermodynamic equilibrium conversion was calculated from HSC chemistry software version 6.0. The ratio of H2:CO2 in the initial state was 3:1, and the products including CO, H2O and CH4 were taken into account in the calculation process. For all catalysts, the Ea was measured by using the same reactor for catalytic performance above. Appropriate amount of catalysts diluted with inlet SiO2 were used in the kinetics experiments. And in order to obtain accurate kinetics data, the catalysts need to be first treated with reactive gas for an hour at 600 °C. During the kinetic test, the CO2 conversion remained between 5% and 15% by changing gas flow rate. The reaction orders of CO2 and H2 for the catalysts were measured under 500 °C. The RWGS activity was recorded while the concentration of CO2 or H2 in the reaction gas was varied on purpose.
Supplementary information
Acknowledgements
This work was financially supported from the National Science Foundation of China (Grant No. 21771117, 21805167, 22075166), the Taishan Scholar Project of Shandong Province of China, the Young Scholars Program of Shandong University (Grant No. 11190089964158), the Outstanding Youth Scientist Foundation of Hunan Province (Grant No. 2020JJ2001), and the Key Project of Educational Department of Anhui Province (Grant No. KJ2019A0861). We thank the Center of Structural Characterizations and Property Measurements at Shandong University for the help on sample characterizations.
Source data
Author contributions
C.J.J. and C.M. supervised the work; H.X.L. and C.J.J. designed the experiments, analyzed the results and wrote the manuscript; S.Q.L. made the DFT calculations; H.X.L. and W.W.W. performed the in situ DRIFTS, in situ Raman; H.X.L. and W.Z.Y. performed the catalysts preparation, catalytic tests and the TPR tests; W.J.Z. and C.M. performed the aberration-corrected HAADF-STEM measurements and analyzed the results.
Peer review
Peer review information
Nature Communications thanks the anonymous reviewers for their contribution to the peer review of this work. Peer reviewer reports are available.
Data availability
The main data supporting the findings of this study are available within the article and its Supplementary information. All other relevant source data are available from the corresponding author upon reasonable request. Source data are provided with this paper.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Hao-Xin Liu, Shan-Qing Li.
Contributor Information
Chao Ma, Email: cma@hnu.edu.cn.
Chun-Jiang Jia, Email: jiacj@sdu.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-022-28476-5.
References
- 1.Zhang X, et al. A stable low-temperature H2-production catalyst by crowding Pt on α-MoC. Nature. 2021;589:396–401. doi: 10.1038/s41586-020-03130-6. [DOI] [PubMed] [Google Scholar]
- 2.Cargnello M, et al. Control of metal nanocrystal size reveals metal-support interface role for ceria catalysts. Science. 2013;341:771–773. doi: 10.1126/science.1240148. [DOI] [PubMed] [Google Scholar]
- 3.Fu X, et al. Direct Identification of Active Surface Species for the Water-Gas Shift Reaction on a Gold-Ceria Catalyst. J. Am. Chem. Soc. 2019;141:4613–4623. doi: 10.1021/jacs.8b09306. [DOI] [PubMed] [Google Scholar]
- 4.Zhang Z, et al. Intrinsically Active Surface in a Pt/γ-Mo2N Catalyst for the Water-Gas Shift Reaction: Molybdenum Nitride or Molybdenum Oxide? J. Am. Chem. Soc. 2020;142:13362–13371. doi: 10.1021/jacs.9b11088. [DOI] [PubMed] [Google Scholar]
- 5.Qiao B, et al. Single-atom catalysis of CO oxidation using Pt1/FeOx. Nat. Chem. 2011;3:634–641. doi: 10.1038/nchem.1095. [DOI] [PubMed] [Google Scholar]
- 6.Liu, X. et al. Activation of subnanometric Pt on Cu-modified CeO2 via redox-coupled atomic layer deposition for CO oxidation. Nat. Commun. 11, 4240 (2020). [DOI] [PMC free article] [PubMed]
- 7.Chen CS, Lin JH, You JH, Chen CR. Properties of Cu(thd)2 as a Precursor to Prepare Cu/SiO2 Catalyst Using the Atomic Layer Epitaxy Technique. J. Am. Chem. Soc. 2006;128:15950–15951. doi: 10.1021/ja063083d. [DOI] [PubMed] [Google Scholar]
- 8.Yan, H. et al. Construction of stabilized bulk-nano interfaces for highly promoted inverse CeO2/Cu catalyst. Nat. Commun. 10, 3470 (2019). [DOI] [PMC free article] [PubMed]
- 9.Campbell CT, Parker SC, Starr DE. The effect of size-dependent nanoparticle energetics on catalyst sintering. Science. 2002;298:811–814. doi: 10.1126/science.1075094. [DOI] [PubMed] [Google Scholar]
- 10.Dai Y, Lu P, Cao Z, Campbell CT, Xia Y. The physical chemistry and materials science behind sinter-resistant catalysts. Chem. Soc. Rev. 2018;47:4314–4331. doi: 10.1039/c7cs00650k. [DOI] [PubMed] [Google Scholar]
- 11.Nelson NC, Chen L, Meira D, Kovarik L, Szanyi J. In Situ Dispersion of Palladium on TiO2 During Reverse Water-Gas Shift Reaction: Formation of Atomically Dispersed Palladium. Angew. Chem. Int. Ed. 2020;59:17657–17663. doi: 10.1002/anie.202007576. [DOI] [PubMed] [Google Scholar]
- 12.Juneau M, et al. Assessing the viability of K-Mo2C for reverse water-gas shift scale-up: molecular to laboratory to pilot scale. Energ. Environ. Sci. 2020;13:2524–2539. [Google Scholar]
- 13.Bahmanpour AM, et al. Cu-Al Spinel as a Highly Active and Stable Catalyst for the Reverse Water Gas Shift Reaction. ACS Catal. 2019;9:6243–6251. [Google Scholar]
- 14.Zhang X, et al. Highly Dispersed Copper over β-Mo2C as an Efficient and Stable Catalyst for the Reverse Water Gas Shift (RWGS) Reaction. ACS Catal. 2016;7:912–918. [Google Scholar]
- 15.Zhang Q, Pastor-Pérez L, Jin W, Gu S, Reina TR. Understanding the promoter effect of Cu and Cs over highly effective β-Mo2C catalysts for the reverse water-gas shift reaction. Appl. Catal. B: Environ. 2019;244:889–898. [Google Scholar]
- 16.Fu X, et al. Co3O4-Al2O3 mesoporous hollow spheres as efficient catalyst for Fischer-Tropsch synthesis. Appl. Catal. B: Environ. 2017;211:176–187. [Google Scholar]
- 17.Ashwell AP, et al. Hydrogenation of CO to Methanol on Ni(110) through Subsurface Hydrogen. J. Am. Chem. Soc. 2017;139:17582–17589. doi: 10.1021/jacs.7b09914. [DOI] [PubMed] [Google Scholar]
- 18.Williamson DL, Herdes C, Torrente-Murciano L, Jones MD, Mattia D. N-Doped Fe@CNT for Combined RWGS/FT CO2 Hydrogenation. ACS Sustain. Chem. Eng. 2019;7:7395–7402. [Google Scholar]
- 19.Su X, Yang X, Zhao B, Huang Y. Designing of highly selective and high-temperature endurable RWGS heterogeneous catalysts: recent advances and the future directions. J. Energy Chem. 2017;26:854–867. [Google Scholar]
- 20.Chen C. Study of iron-promoted Cu/SiO2 catalyst on high temperature reverse water gas shift reaction. Appl. Catal. A: General. 2004;257:97–106. [Google Scholar]
- 21.Zhao Z, et al. Atomically dispersed Pt/CeO2 catalyst with superior CO selectivity in reverse water gas shift reaction. Appl. Catal. B: Environ. 2021;291:120101. [Google Scholar]
- 22.Yang X, et al. Promotion effects of potassium on the activity and selectivity of Pt/zeolite catalysts for reverse water gas shift reaction. Appl. Catal. B: Environ. 2017;216:95–105. [Google Scholar]
- 23.Ronda-Lloret M, Rico-Francés S, Sepúlveda-Escribano A, Ramos-Fernandez EV. CuOx/CeO2 catalyst derived from metal organic framework for reverse water-gas shift reaction. Appl. Catal. A: General. 2018;562:28–36. [Google Scholar]
- 24.Vovchok D, et al. Deciphering Dynamic Structural and Mechanistic Complexity in Cu/CeO2 /ZSM-5 Catalysts for the Reverse Water-Gas Shift Reaction. ACS Catal. 2020;10:10216–10228. [Google Scholar]
- 25.Chen A, et al. Structure of the catalytically active copper-ceria interfacial perimeter. Nat. Catal. 2019;2:334–341. [Google Scholar]
- 26.Si R, et al. Structure sensitivity of the low-temperature water-gas shift reaction on Cu-CeO2 catalysts. Catal. Today. 2012;180:68–80. [Google Scholar]
- 27.Yu W, et al. Construction of Active Site in a Sintered Copper-Ceria Nanorod Catalyst. J. Am. Chem. Soc. 2019;141:17548–17557. doi: 10.1021/jacs.9b05419. [DOI] [PubMed] [Google Scholar]
- 28.Yang S, et al. Synergy between Ceria Oxygen Vacancies and Cu Nanoparticles Facilitates the Catalytic Conversion of CO2 to CO under Mild Conditions. ACS Catal. 2018;8:12056–12066. [Google Scholar]
- 29.Aneggi E, Wiater D, de Leitenburg C, Llorca J, Trovarelli A. Shape-Dependent Activity of Ceria in Soot Combustion. ACS Catal. 2013;4:172–181. [Google Scholar]
- 30.Wang W, et al. Highly Dispersed Copper Oxide Clusters as Active Species in Copper‒Ceria Catalyst for Preferential Oxidation of Carbon Monoxide. ACS Catal. 2015;5:2088–2099. [Google Scholar]
- 31.Wang W, et al. Crystal Plane Effect of Ceria on Supported Copper Oxide Cluster Catalyst for CO Oxidation: Importance of Metal-Support Interaction. ACS Catal. 2017;7:1313–1329. [Google Scholar]
- 32.Yan H, et al. Promoted Cu-Fe3O4 catalysts for low-temperature water gas shift reaction: Optimization of Cu content. Appl. Catal. B: Environ. 2018;226:182–193. [Google Scholar]
- 33.Sripada P, et al. Investigating the dynamic structural changes on Cu/CeO2 catalysts observed during CO2 hydrogenation. J. Catal. 2020;381:415–426. [Google Scholar]
- 34.Kang, L. et al. The Electrophilicity of Surface Carbon Species in the Redox Reactions of CuO-CeO2 Catalysts. Angew. Chem. Int. Ed. 60, 14420–14428 (2021). [DOI] [PMC free article] [PubMed]
- 35.Elias JS, et al. Elucidating the Nature of the Active Phase in Copper/Ceria Catalysts for CO Oxidation. ACS Catal. 2016;6:1675–1679. [Google Scholar]
- 36.Kang, L. et al. Adsorption and activation of molecular oxygen over atomic copper(I/II) site on ceria. Nat. Commun. 11, 4008 (2020). [DOI] [PMC free article] [PubMed]
- 37.Geng Z, et al. Oxygen Vacancies in ZnO Nanosheets Enhance CO2 Electrochemical Reduction to CO. Angew. Chem. Int. Ed. 2018;57:6054–6059. doi: 10.1002/anie.201711255. [DOI] [PubMed] [Google Scholar]
- 38.Bobadilla LF, Santos JL, Ivanova S, Odriozola JA, Urakawa A. Unravelling the Role of Oxygen Vacancies in the Mechanism of the Reverse Water-Gas Shift Reaction by Operando DRIFTS and Ultraviolet-Visible Spectroscopy. ACS Catal. 2018;8:7455–7467. [Google Scholar]
- 39.Yang S, et al. Oxygen Vacancy Engineering of Cerium Oxides for Carbon Dioxide Capture and Reduction. ChemSusChem. 2013;6:1326–1329. doi: 10.1002/cssc.201300219. [DOI] [PubMed] [Google Scholar]
- 40.Vindigni F, Manzoli M, Damin A, Tabakova T, Zecchina A. Surface and Inner Defects in Au/CeO2 WGS Catalysts: Relation between Raman Properties, Reactivity and Morphology. Chem.- A Eur. J. 2011;17:4356–4361. doi: 10.1002/chem.201003214. [DOI] [PubMed] [Google Scholar]
- 41.Wu Z, Li M, Howe J, Meyer HM, Overbury SH. Probing Defect Sites on CeO2 Nanocrystals with Well-Defined Surface Planes by Raman Spectroscopy and O2 Adsorption†. Langmuir. 2010;26:16595–16606. doi: 10.1021/la101723w. [DOI] [PubMed] [Google Scholar]
- 42.Wang H, et al. Roles of oxygen vacancy and O- in oxidation reactions over CeO2 and Ag/CeO2 nanorod model catalysts. J. Catal. 2018;368:365–378. [Google Scholar]
- 43.Huang, W. & Gao, Y. Morphology-dependent surface chemistry and catalysis of CeO2 nanocrystals. Catal. Sci. Technol. 4, 3772‒3784 (2014).
- 44.Dai B, Cao S, Xie H, Zhou G, Chen S. Reduction of CO2 to CO via reverse water-gas shift reaction over CeO2 catalyst. Korean. J. Chem. Eng. 2018;35:421–427. [Google Scholar]
- 45.Chen X, et al. Identification of relevant active sites and a mechanism study for reverse water gas shift reaction over Pt/CeO2 catalysts. J. Energy Chem. 2016;25:1051–1057. [Google Scholar]
- 46.Zhang Y, et al. Highly efficient Cu/CeO2-hollow nanospheres catalyst for the reverse water-gas shift reaction: Investigation on the role of oxygen vacancies through in situ UV-Raman and DRIFTS. Appl. Surf. Sci. 2020;516:146035. [Google Scholar]
- 47.Zhang X, et al. Synergy between β-Mo2C Nanorods and Non-thermal Plasma for Selective CO2 Reduction to CO. Chem. 2020;6:3312–3328. [Google Scholar]
- 48.Zonetti PC, et al. The NixCe0.75Zr0.25−xO2 solid solution and the RWGS. Appl. Catal. A: General. 2014;475:48–54. [Google Scholar]
- 49.Wang W, et al. Reverse water gas shift over In2O3-CeO2 catalysts. Catal. Today. 2016;259:402–408. [Google Scholar]
- 50.Wang L, et al. Dispersed Nickel Boosts Catalysis by Copper in CO2 Hydrogenation. ACS Catal. 2020;10:9261–9270. [Google Scholar]
- 51.Yu Y, et al. Highly active and stable copper catalysts derived from copper silicate double-shell nanofibers with strong metal–support interactions for the RWGS reaction. Chem. Commun. 2019;55:4178–4181. doi: 10.1039/c9cc00297a. [DOI] [PubMed] [Google Scholar]
- 52.Chen X, et al. Catalytic performance of the Pt/TiO2 catalysts in reverse water gas shift reaction: Controlled product selectivity and a mechanism study. Catal. Today. 2017;281:312–318. [Google Scholar]
- 53.Kim SS, Lee HH, Hong SC. A study on the effect of support’s reducibility on the reverse water-gas shift reaction over Pt catalysts. Appl. Catal. A: General. 2012;423‒424:100–107. [Google Scholar]
- 54.Rodrigues MT, et al. RWGS reaction employing Ni/Mg(Al,Ni)O‒The role of the O vacancies. Appl. Catal. A: General. 2017;543:98–103. [Google Scholar]
- 55.Xiong K, et al. CO2 Reverse Water-Gas Shift Reaction on Mesoporous M-CeO2 Catalysts. Can. J. Chem. Eng. 2017;95:634–642. [Google Scholar]
Associated Data
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Supplementary Materials
Data Availability Statement
The main data supporting the findings of this study are available within the article and its Supplementary information. All other relevant source data are available from the corresponding author upon reasonable request. Source data are provided with this paper.