Open Access Article
This Open Access Article is licensed under a
Creative Commons Attribution 3.0 Unported Licence

Methanol steam reforming performance and catalytic mechanism of bimetal-loaded cerium oxide-based thermal catalysts

Chi Zhanga, Yongning Ma*a, Mingyuan Guob, Yuhao Yanga, Xiaolong Lia and Enzhou Liu*c
aCollege of Chemistry and Chemical Engineering, Shaanxi University of Science & Technology, Xi'an 710072, China. E-mail: ynma@sust.edu.cn
bCollege of Chemistry and Materials Science, Weinan Normal University, 714099, China
cSchool of Chemical Engineering, Northwest University, Xi'an, 710069, PR China. E-mail: liuenzhou@nwu.edu.cn

Received 10th March 2026 , Accepted 6th April 2026

First published on 22nd April 2026


Abstract

An activity evaluation was performed for the replacement of the noble metal Pt with non-precious metal active species while maintaining catalytic performance in methanol steam reforming. In this study, bimetallic cerium oxide-supported catalysts (PtxM10−x/N-CeO2) were prepared using Pt and non-precious metals. Among these catalysts, the Pt–Fe system exhibited the highest reforming performance. At 180 °C, the H2 production rate reached 17.29 mmol gcat−1·h−1, with a CO selectivity of 15.58% and methanol conversion of 1.07%. Results indicated that the introduction of Fe effectively increased the specific surface area and the amount of lattice oxygen on the catalyst surface while promoting the formation of abundant oxygen vacancies. Under optimal reforming conditions, Pt5Fe5/N-CeO2 showed the lowest energy consumption and the best reforming performance. Furthermore, based on the thermodynamic analysis of the methanol steam reforming reaction, the corresponding reaction pathways and catalytic mechanisms were proposed.


1 Introduction

Transition metal oxides (TMOs) have been widely studied for their application as catalysts in low-temperature methanol steam reforming (LT-MSR) reaction due to their low cost and considerable catalytic activity.1–3 They have the advantages of variable valence states and tunable orbital occupancy in redox reactions, making them the most promising candidates to replace precious metals.4–6 The reported catalytic systems mainly include Ce-, Mo-, Cu- and Ti-based catalysts and multicomponent composite systems.7,8 Among these, the ceria-based catalysts exhibit a reversible Ce3+/Ce4+ redox cycle, abundant oxygen vacancies within the structure, and strong metal–support interactions, which synergistically regulate the surface electronic structure. In addition, the exposure of different crystal facets further enhances surface reactivity. These combined effects enable ceria-based catalysts to display excellent redox properties and generate a large amount of highly active surface oxygen species.9–11 Thus, these catalysts show excellent redox activity, strong thermal stability, high surface reactive oxygen concentration and structural stability.12–14

Studies show that transition metal oxide-loaded noble metal catalysts show great potential in methanol steam reforming (MSR) reactions, and their catalytic properties are sensitive to the structural features of the transition metal oxide interface, which are generally determined by the properties of the support and loaded metal.15–17 Compared with other metal (Au, Ag, Pd, Pt, Ru, Rh, and Ir)-loaded catalysts, cerium oxide-loaded Pt atomic catalysts exhibit significant advantages due to their high catalytic properties, abundance, and easy and affordable preparation process.18–20 Among transition metals, Fe, Ni, and Zn exhibit considerable catalytic activity and are much cheaper than Pt. Therefore, identifying alternative metals to replace noble metal loading without compromising catalytic performance is the focus of this study.

In this study, N-doped CeO2 nanorods were prepared by thermal condensation. Under the condition that the Pt loading was set to 0.5 wt% and the Pt[thin space (1/6-em)]:[thin space (1/6-em)]M molar ratio was fixed at 1[thin space (1/6-em)]:[thin space (1/6-em)]1, a series of bimetallic Pt–M (M = Fe, Ni, Zn, Mg, Al, and Cu) catalysts supported on N-CeO2 were prepared via an impregnation method, followed by drying and thermal treatment. Then, by adjusting the atomic ratio of Pt to non-precious metals (by adjusting the molar ratio), thermal catalysts with different atomic ratios (PtxM10−x/N-CeO2) were prepared by calcining the mixture at high temperatures. The crystal structure, microstructure, specific surface area, oxygen vacancy concentration, surface chemical composition, elemental state and chemical bond properties of the prepared thermal catalysts were investigated. In addition, their catalytic performance in methanol steam reforming was evaluated, and the possible reaction pathways and mechanisms of the PtxM10−x/N-CeO2 catalysts were discussed.

2 Experiments

2.1 Materials

Cerium nitrate (Ce(NO3)3, AR) was purchased from Tianjin Damao Chemical Reagent Co., Ltd Sodium hydroxide (NaOH, AR) was obtained from Shanghai Macklin Biochemical Technology Co., Ltd Ethylenediamine (C2H8N2, AR) was supplied by Xilong Scientific Co., Ltd Chloroplatinic acid (H2PtCl6·6H2O, AR) was purchased from Shanghai Aladdin Biochemical Technology Co., Ltd Copper sulfate (CuSO4, AR), aluminum nitrate (Al(NO3)3, AR), nickel nitrate (Ni(NO3)2, AR), iron nitrate (Fe(NO3)3, AR), zinc nitrate (Zn(NO3)2, AR), magnesium nitrate (Mg(NO3)2, AR), anhydrous ethanol (AR), anhydrous methanol (AR), and sodium D-isoascorbate (C6H7NaO6, AR) were all obtained from Aladdin Reagent Co., Ltd Deionized water was prepared in the laboratory.

2.2 Characterization

X-ray photoelectron spectroscopy (XPS, Kratos AXIS Nova) was employed to analyze the surface elemental composition and chemical states of the samples. The N2 adsorption–desorption isotherms of the catalysts were measured using a surface area and pore structure analyzer (Beckman LS-230). The crystal structures of the samples were characterized by X-ray diffraction (XRD, D8 Advance, Bruker, Germany). Fourier transform infrared spectroscopy (FT-IR, VECTOR2, Bruker, Germany) was performed to identify the surface functional groups. The morphology and microstructure were examined using a field-emission scanning electron microscope (SEM, SU8100, Hitachi, Japan). Raman spectra were recorded on a Raman spectrometer (LabRAM Aramis, HORIBA, France). The specific surface area was calculated by the Brunauer–Emmett–Teller (BET) method. Cyclic voltammetry (CV) curves were obtained using an electrochemical workstation (CHI660D, Chenhua Instruments, Shanghai, China).

2.3 Evaluation of catalytic performance

Catalytic performance in methanol steam reforming (MSR) for hydrogen production was evaluated in a fixed-bed quartz tubular reactor. A total of 200 mg of the catalyst (180–200 mesh) was loaded into the reactor. The catalyst was first reduced in a H2/Ar mixed gas at a flow rate of 35 mL min−1 for 1 h under specified conditions. After reduction, the reactor was cooled to the desired reaction temperature under a 35 mL min−1 Ar atmosphere, and the fixed-bed reaction program was initiated. A CH3OH/H2O mixture with a molar ratio of 1[thin space (1/6-em)]:[thin space (1/6-em)]1.2 was fed into a vaporization chamber using a micro-pump at a flow rate of 0.1 mL min−1. The vaporizer temperature was maintained at 200 °C to ensure complete evaporation of the liquid mixture into the gas phase. The corresponding weight hourly space velocity (WHSV) was 26 h−1. The vapor was then carried into the reactor by Ar at a flow rate of 35 mL min−1. The outlet gas mixture was first passed through a cold trap to condense the unreacted components, and the remaining gas was subsequently analyzed online using a GC9790II gas chromatograph equipped with a chromatographic column (approximately 100 °C) and a thermal conductivity detector (TCD, approximately 130 °C), with 99.99% Ar as the carrier gas. The concentrations of H2, CO2, CH4 and CO were monitored. Methanol conversion was calculated based on the carbon balance. For catalytic activity evaluation, measurements at each temperature were repeated three times, and the average values were reported.
 
image file: d6ra02054b-t1.tif(1)
 
image file: d6ra02054b-t2.tif(2)
 
image file: d6ra02054b-t3.tif(3)
X(MeOH): methanol conversion (%). Y(H2): hydrogen production rate (mmol·gcat−1·h−1); n: molar amount of gas (mmol); mcat: mass of the catalyst (g); t: reaction duration (h); S: selectivity towards by-products CO (%).

2.4 Preparation of the N-CeO2 and PtxM10−x/N-CeO2 catalysts

N-CeO2 nanorods were prepared as follows: first, 2.605 g of cerium nitrate and 5 g of sodium hydroxide were dissolved in 80 mL of deionized water and stirred at 80 °C for 1 h. During the stirring process, 720 µL of ethylenediamine aqueous solution (75 vol%) was added dropwise. The resulting mixture was then transferred to a Teflon-lined autoclave and maintained at 120 °C for 24 h. After the reaction, the product was collected, ultrasonically washed, centrifuged, and freeze-dried. The obtained solid was then calcined in a muffle furnace at 450 °C for 5 h to yield yellow CeO2 nanorods. Subsequently, 0.5 g of CeO2 nanorods and 0.198 g of sodium D-isoascorbate were dispersed in 200 mL of deionized water and stirred at room temperature for 5 h. After ultrasonic washing, the N-doped CeO2 nanorods were obtained.

Pt5M5/N-CeO2 nanorods were prepared as follows: The Pt5M5/N-CeO2 catalyst was prepared by the impregnation method. The specific procedure is as follows: firstly, 0.35 g of N-CeO2 nanorods, 0.00226 g of CuSO4·5H2O (0.00263 g of Ni(NO3)2·6H2O, 0.00269 g of Zn(NO3)2·6H2O, 0.00232 g of Mg(NO3)2·6H2O, 0.00339 g of Al(NO3)3·9H2O, 0.00366 g of Fe(NO3)3·9H2O), and 938 µL of chloroplatinic acid solution (5 g L−1) were dispersed in 60 mL of deionized water under continuous stirring. The mixture was stirred at room temperature for 5 h to ensure sufficient contact. Subsequently, the product was ultrasonically washed, centrifuged, and freeze-dried to obtain a gray flocculent solid. Finally, the obtained product was transferred to a crucible and calcined in a muffle furnace at 300 °C for 1 h. The resulting solid powders were denoted as Pt5Cu5/N-CeO2, Pt5Al5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Fe5/N-CeO2, Pt5Zn5/N-CeO2, and Pt5Mg5/N-CeO2 nanorods (Pt loading was 0.5 wt% and the molar ratio of Pt atoms to other metal atoms was 1[thin space (1/6-em)]:[thin space (1/6-em)]1).

PtxFe10−x/N-CeO2 nanorods were prepared as follows: The PtxFe10−x/N-CeO2 catalyst was also prepared by the impregnation method. The specific procedure is as follows: firstly, 0.35 g of N-CeO2 nanorods, 0.00658 g (0.00071 g, 0.00512 g, 0.00219 g, and 0.00366 g) of Fe(NO3)3·9H2O, and 188 µL (1690 µL, 563 µL, 1314 µL, and 938 µL) of chloroplatinic acid solution (5 g L−1) were dispersed in 60 mL of deionized water under continuous stirring. The mixture was stirred at room temperature for 5 h. After the reaction, the products were collected by filtration, washed with ethanol and deionized water, and then freeze-dried to obtain a gray flocculent solid. The dried samples were transferred to a crucible and calcined in a muffle furnace (heating rate of 5 °C min−1) at 300 °C for 1 h. The resulting solid powders were denoted as Pt1Fe9/N-CeO2, Pt9Fe1/N-CeO2, Pt3Fe7/N-CeO2, Pt7Fe3/N-CeO2, and Pt5Fe5/N-CeO2 nanorods (where x:10 − x is the molar ratio of Pt to Fe). The preparation process is illustrated in Fig. 1.


image file: d6ra02054b-f1.tif
Fig. 1 Preparation process of PtxM10−x/N-CeO2.

3. Results and discussion

3.1 Morphology and structure analysis of the PtxM10−x/N-CeO2 catalysts

Fig. 2a shows the XRD patterns of catalysts (Pt5Cu5/N-CeO2, Pt5Al5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, Pt5Fe5/N-CeO2 and Pt5Mg5/N-CeO2) prepared with 0.5 wt% Pt loading while keeping the molar ratio of Pt atoms to other metal atoms 1[thin space (1/6-em)]:[thin space (1/6-em)]1. Fig. 2a shows the XRD patterns of PtxM10−x/N-CeO2 samples. All the samples exhibit diffraction peaks at 2θ = 28.5°, 33.1°, 47.4°, 56.3°, 59.0°, 69.4°, 76.6°, and 79.1°,21,22 which are attributed to the (111), (200), (220), (311), (222), (400), (331), and (420) crystal planes (PDF#34-0394), respectively. No characteristic peaks corresponding to the loaded metals were observed in the XRD patterns, which may be attributed to the low Pt loading (0.5 wt%) and the relatively low content of other metals, as well as their highly dispersed distribution within CeO2. Notably, significant differences in the (111) diffraction peaks are observed among the samples, suggesting that metal loading affects the crystal structure of CeO2 and may induce lattice distortion or crystallinity variations, resulting in different degrees of changes in the (111) plane.
image file: d6ra02054b-f2.tif
Fig. 2 (a) XRD patterns and (b) FT-IR spectra of the Pt5M5/N-CeO2 catalysts.

The FTIR spectra of PtxM10−x/N-CeO2 (M: Cu, Al, Ni, Zn, Fe, and Mg) samples are shown in Fig. 2b. The absorption peak at 3435 cm−1 corresponds to the stretching vibration of adsorbed water molecules on the sample surface. The peak observed at 2350 cm−1 can be attributed to the stretching vibration of C[triple bond, length as m-dash]C–H or nitrile groups (C[triple bond, length as m-dash]N). The absorption peak at 480 cm−1 is assigned to the Ce–N stretching vibration, indicating that N atoms have been successfully introduced into the sample and that new chemical bonds have been formed. The absorption peaks in the range of 510–1553 cm−1 correspond to the Ce–O stretching vibrations.21,23 It can be seen that the loaded metal elements have a negligible influence on the characteristic peaks of CeO2, and the product essentially maintains its original structure.

Fig. 3 shows the microscopic morphology and elemental distribution of the samples. Fig. 3a and b present the scanning electron microscopy (SEM) images of Pt5Fe5/N-CeO2. It can be observed that Pt5Fe5/N-CeO2 exhibits a block-like structure assembled from nanorods, with an overall size of approximately 6 µm, while the nanorods have an average diameter of about 10 nm. Some partially damaged regions can be observed on the surface of Pt5Fe5/N-CeO2, indicating a relatively rough surface. Such a rough surface is beneficial for increasing the specific surface area of the catalyst and promoting the dispersion of active components. Fig. 3c–h show the SEM-EDS mapping images of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, Pt5Mg5/N-CeO2, Mg5Al5/N-CeO2, and Pt5Cu5/N-CeO2, respectively. It can be observed that Fe, Ni, Zn, Mg, Al, and Cu are uniformly distributed on the surface of CeO2.


image file: d6ra02054b-f3.tif
Fig. 3 (a and b) SEM image of Pt5Fe5/N-CeO2. (c–h) SEM-EDS elemental mapping of Pt5M5/N-CeO2.

Fig. 4 shows the N2 adsorption–desorption equilibrium curves and pore size distribution curves of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2 and Pt5Mg5/N-CeO2. As shown in Fig. 4a, all the samples exhibit a type IV isotherm with H3 lag loop and rapid absorption under a low relative pressure. These results showed that the samples are characterized by the co-existence of mesopores and micropores. As shown in Table 1, the specific surface areas of each catalyst were calculated to be 142.827 m2 g−1, 133.858 m2 g−1, 129.307 m2 g−1 and 126.315 m2 g−1, respectively. The specific surface area of the samples varied from 126.315 to 142.8 m2 g−1, indicating that the type and shape of the loaded metal had an effect on surface area. Fig. 4b shows the pore size distribution curves of the samples, indicating that all the samples are mesoporous materials. The cumulative pore size distribution of the Pt5Fe5/N-CeO2 catalyst was calculated by the BJH fitting method. The pore size of the Pt5Fe5/N-CeO2 catalyst is approximately 8 nm, while the pore size of the other samples ranges from 6 to 8 nm. The experimental results demonstrate that large surface area and a high density of surface defects not only improve the dispersion of catalytically active species but also anchor Pt species, inhibiting their aggregation. In addition, the larger pore volume is conducive to facilitating the mass transfer of methanol and water molecules in the thermal catalytic reaction process to achieve better thermal catalytic activity.


image file: d6ra02054b-f4.tif
Fig. 4 (a) N2 adsorption–desorption equilibrium curves of the Pt5M5/N-CeO2 thermal catalysts and their (b) pore size distribution curves.
Table 1 Specific surface area analysis of samples
Samples SBET (m2 g−1) Pore volume (cm3 g−1) Pore size (nm)
Pt5Fe5/N-CeO2 142.827 0.446 9.135
Pt5Ni5/N-CeO2 133.858 0.450 8.079
Pt5Zn5/N-CeO2 129.307 0.408 7.501
Pt5Mg5/N-CeO2 126.315 0.438 6.354


Fig. 5a–f show the CV curves of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, Pt5Mg5/N-CeO2, Pt5Al5/N-CeO2 and Pt5Cu5/N-CeO2 at different scanning rates. Fig. 5g presents the relationship between the maximum current density of the sample and the scanning rate. It can be seen that the Cdl values of the sample are different under different bimetal loads. The Cdl value of Pt5Fe5/N-CeO2 is 35.97 µF cm−2. It is significantly higher than those for Pt5Ni5/N-CeO2 (20.15 µF cm−2), Pt5Zn5/N-CeO2 (22.25 µF cm−2), Pt5Mg5/N-CeO2 (13.18 µF cm−2), Pt5Al5/N-CeO2 (13.58 µF cm−2) and Pt5Cu5/N-CeO2 (20.48 µF cm−2), indicating that Pt5Fe5/N-CeO2 exposes more active sites than the other samples. The introduction of Fe into the Pt-based catalyst significantly enhances the charge storage capacity compared with other non-precious metal promoters, thereby providing more catalytic sites and facilitating redox kinetics during the catalytic reaction, suggesting that Pt5Fe5/N-CeO2 is more effective in promoting the overall catalytic performance.


image file: d6ra02054b-f5.tif
Fig. 5 (a–f) CV curves of Pt5M5/N-CeO2 at different scan rates and (g) linear relation between the current density and scan rate of various metal-loaded catalysts.

Defects and oxygen vacancies on the catalyst surface play a key role in the thermal catalytic water reforming of methanol. Raman spectroscopy can be used to characterize the structure of defects and oxygen vacancy concentration in catalysts. As shown in Fig. 6a, the Ce–O–Ce symmetric stretching vibration peak of the F2g mode in the fluorite cubic cerium oxide structure is located at 462 cm−1, and its position and shape can be adjusted by changing the microcrystal size. In contrast, the Raman peaks of the F2g mode in the Pt5Fe5/N-CeO2 sample are weaker than those of the other samples, which can be attributed to the sample having the smallest grain size. The weak peak observed at 257 cm−1 corresponds to the second-order transverse acoustic mode (2 TA), while another weak peak around 600 cm−1 is assigned to the defect induction band of the sample (the “D” band). The intensity can be used to measure the deformation of the anionic lattice, which is responsible for surface defects and oxygen vacancies in the sample.24,25 The relatively weak peak at 553.7 cm−1 was attributed to oxygen vacancies, and the relative intensity ratio of the D band to the F2g mode (I600/I462) provides a quantitative measure of defect density and oxygen vacancy concentration. As shown in Fig. 6b, I600/I462 of Pt5Fe5/N-CeO2 is higher than those of Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2. The results show that Pt5Fe5/N-CeO2 has more structural defects and oxygen vacancy concentration than Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2. The Fe-Pt-Ce interactions between the loaded metal and Ce promote the formation of defects and interfacial oxygen vacancies, which is consistent with XRD patterns and TEM results.


image file: d6ra02054b-f6.tif
Fig. 6 (a) Raman spectra, (b) defect degree characterization, and (c) EPR spectra of Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, and Pt5Fe5/N-CeO2.

Electron paramagnetic resonance (EPR) is an important technique for directly detecting and studying crystal defects, and it provides further insights into the formation of oxygen vacancies in catalysts. As shown in Fig. 6c, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, and Pt5Fe5/N-CeO2 exhibit defect signals at g = 2.003, indicating the presence of unpaired electrons associated with oxygen atoms. The intensity of these signals correlates with the concentration of oxygen vacancies.26,27 Among the samples, Pt5Fe5/N-CeO2 shows the highest peak intensity, suggesting a higher concentration of oxygen vacancies, which is consistent with the Raman spectroscopy results. The increase in oxygen vacancies leads to a greater number of active surface sites and facilitates their dynamic participation in the reaction cycle. These vacancies interact with adjacent metal species, synergistically enhancing the dehydrogenation reaction.

Fig. 7 shows the XPS survey spectra of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2. It can be observed that the peaks corresponding to N, Zn, and Pt are not clearly visible, which may be attributed to their low content and consequently weak signal intensity. Fig. 7b shows the Pt 4f spectra of the sample. The binding energies at 70.6 eV and 73.8 eV correspond to Pt2+ 4f7/2 and Pt0 4f5/2, respectively. The binding energy of the Pt0 4f5/2 orbitals in Pt5Fe5/N-CeO2 is higher than that of Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2, indicating a stronger metal–support interaction and a higher proportion of metallic Pt species on the surface of the Pt5Fe5/N-CeO2 catalyst. which is consistent with the results of Raman analysis. Fig. 7c shows the O 1s XPS spectra of the sample. The binding energy peaks at 528.8 eV, 530.9 eV and 532.4 eV are attributed to lattice oxygen, surface adsorbed oxygen and hydroxyl groups or adsorbed water, respectively. It is observed that the lattice oxygen peak of Pt5Fe5/N-CeO2 shifts from 532.4 eV to 532.6 eV, suggesting that the introduction of Fe promotes the activation and migration of lattice oxygen compared with other samples. Fig. 7e shows the Fe 2p spectrum of Pt5Fe5/N-CeO2. Three main peaks at 710.8 eV, 723.9 eV and 727.38 eV are observed, which are attributed to Fe3+ and Fe2+, corresponding to Fe 2p3/2 and Fe 2p1/2 orbitals, respectively. This indicates the presence of Fe-Pt-Ce interfacial structures. In the Ni 2p spectrum (Fig. 7f), the peaks at 853.24 eV and 855.7 eV correspond to Ni0 and Ni2+, respectively.17 The N 1s XPS spectra (Fig. 7d) of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2 show two peaks, corresponding to O–N and pyrrolic N, respectively.


image file: d6ra02054b-f7.tif
Fig. 7 XPS spectra of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2 and Pt5Zn5/N-CeO2: (a) survey spectrum and (b) Pt 4f, (c) O 1s, (d) N 1s, (e) Fe 2p, and (f) Ni 2p spectra.

3.2 Analysis of the methanol steam reforming reaction on the PtxM10−x/N-CeO2 catalysts

The methanol steam reforming performance of Pt5M5/N-CeO2 was evaluated by measuring the H2 production rate, CO selectivity, and methanol conversion. The reaction was carried out in a fixed-bed reactor using 0.2 g of 180–200 mesh catalyst particles mixed with 1 g of 120–180 mesh quartz sand. The temperature was increased to 180 °C at a heating rate of 5 °C min−1 under an Ar flow of 35 mL min−1. The molar ratio of methanol to water was 1[thin space (1/6-em)]:[thin space (1/6-em)]1.2, the space velocity was 30 mL h−1 g−1, and the feed rate of the methanol–water mixture was maintained at 0.1 mL min−1. As shown in Fig. 8, the catalytic performances of all samples are summarized in terms of H2 production rate, CO selectivity, and methanol conversion. Fig. 8a presents the H2 production rate of the MSR reaction. Among all the bimetallic catalysts, Pt5Fe5/N-CeO2 exhibits the highest H2 production rate (17.29 mmol gcat−1·h−1), which is 1.18, 1.71, 3.01, 9.94, and 23.68 times higher than those of Pt5Ni5/N-CeO2 (14.6 mmol gcat−1·h−1), Pt5Zn5/N-CeO2 (10.13 mmol gcat−1·h−1), Pt5Mg5/N-CeO2 (5.74 mmol gcat−1·h−1), Pt5Al5/N-CeO2 (1.74 mmol gcat−1·h−1), and Pt5Cu5/N-CeO2 (0.73 mmol gcat−1·h−1), respectively. The enhanced activity can be attributed to the role of Fe as an additional active site, which synergistically interacts with Pt and strengthens the metal–support interaction.
image file: d6ra02054b-f8.tif
Fig. 8 (a) H2 gas production rate, (b) CO selectivity, and (c) methanol conversion of various catalysts.

Fig. 8b shows the CO selectivity of catalysts during the MSR reaction. The CO selectivity values of Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, Pt5Mg5/N-CeO2, Pt5Al5/N-CeO2, and Pt5Cu5/N-CeO2 are 34.45%, 31.14%, 19.18%, 15.58%, 19.37%, and 31.21%, respectively. Among these, the Fe-containing catalyst exhibits a relatively lower CO selectivity, indicating that Fe plays a positive role in suppressing by-product formation and improving the catalytic performance in the bimetallic system. Fig. 8c illustrates the methanol conversion of each catalyst. Pt5Fe5/N-CeO2 exhibits the highest methanol conversion (1.07%), which is consistent with its superior H2 production performance. These results demonstrate that the Pt–Fe bimetallic system exhibits the most favorable interaction with the CeO2 support. Notably, this synergy enables a reduced usage of the noble metal Pt while maintaining high catalytic activity, thereby lowering the overall catalytic cost.

3.3 Morphology and structure analysis of the PtxFe10−x/N-CeO2 catalysts

Fig. 9a presents the XRD patterns of PtxFe10−x/N-CeO2 catalysts (where x denotes the molar ratio of Pt to Fe). All the samples display characteristic diffraction peaks at 2θ = 28.5°, 33.1°, 47.4°, 56.3°, 59.0°, 69.4°, 76.6° and 79.1°, which can be indexed to the (111), (200), (220), (311), (222), (400), (331), and (420) planes of fluorite-structured CeO2 (PDF#34-0394). However, no discernible diffraction peaks associated with Pt or Fe species are detected, which can be reasonably ascribed to their ultralow loading, rendering them below the detection limit of XRD. In addition, it can be observed that the diffraction peak intensities of (111), (200), (220), and (311) planes of the Pt1Fe9/N-CeO2 sample are significantly higher than those of the other samples. This may be attributed to the increased Fe content, which could alter the crystallinity of the catalyst or promote the growth of CeO2, thereby enhancing the diffraction intensities of (111), (200), (220) and (311) planes.
image file: d6ra02054b-f9.tif
Fig. 9 XRD patterns (a) and FT-IR spectra (b) of the PtXFe10−X/N-CeO2 samples with bimetallic molar ratios of Pt and Fe at 7[thin space (1/6-em)]:[thin space (1/6-em)]3, 3[thin space (1/6-em)]:[thin space (1/6-em)]7, 9[thin space (1/6-em)]:[thin space (1/6-em)]1 and 1[thin space (1/6-em)]:[thin space (1/6-em)]9.

Fig. 9b shows the FT-IR spectra of the catalysts. It can be observed that the characteristic peak positions of the four samples are similar. The peak near 3433 cm−1 corresponds to the O–H stretching vibration of adsorbed water. However, no corresponding peak is observed for Pt9Fe1/N-CeO2 and Pt7Fe3/N-CeO2 in this region, which may be related to the humidity of the ambient air during sample preparation and measurement. The peak at 2346 cm−1 is associated with the stretching vibration of triple bonds (C[triple bond, length as m-dash]C–H) or nitrile groups (C[triple bond, length as m-dash]N), indicating that the N species are incorporated into the samples and form chemical bonds. The band at 493 cm−1 can be attributed to Ce–N vibrations. Meanwhile, the peaks below 1660 cm−1 (in the range of 493–1552 cm−1) are assigned to Ce–O(H) stretching modes, confirming the presence of the CeO2 phase in all the samples. It is notable that the intensity of the peak at 493 cm−1 gradually increases with increasing Fe loading, suggesting that the Pt-to-Fe atomic ratio influences the crystal structure and growth behavior of the catalyst.

The morphology and microstructure of the Pt5Fe5/N-CeO2 sample were examined by transmission electron microscopy (TEM). As shown in Fig. 10a, the sample exhibits a nanorod structure with a length of approximately 20 nm and an average diameter of about 6 nm. As shown in Fig. 10b, clear lattice fringes can be observed on the CeO2 nanorods, with interplanar spacings of 0.310 nm and 0.280 nm, corresponding to the (111) and (200) planes of CeO2, respectively. In addition, Pt nanoparticles in close contact with CeO2 were observed, with a particle size of about 5 nm. These nanoparticles display distinct lattice fringes with a spacing of 0.198 nm, which can be assigned to the (200) plane of Pt. Furthermore, lattice fringes attributable to Fe2O3 were also observed, with an interplanar spacing of 0.264 nm, corresponding to the (104) crystal plane.


image file: d6ra02054b-f10.tif
Fig. 10 (a and b) TEM images of Pt5Fe5/N-CeO2.

Fig. 11a–d present the CV curves of Pt9Fe1/N-CeO2, Pt3Fe7/N-CeO2, Pt7Fe3/N-CeO2, and Pt1Fe9/N-CeO2 at different scan rates. The bimetallic catalysts exhibit distinct current responses, indicating differences in their electrochemical properties. As shown in Fig. 11e, the Pt/Fe molar ratio significantly influences the Cdl of the samples. The variation can be attributed to changes in particle size and oxygen vacancy concentration, which affect the number of accessible active sites. In addition, the variation in Pt and Fe contents may alter the lattice structure, including porosity and thickness. Among all samples, Pt9Fe1/N-CeO2 exhibits the highest Cdl value (34.46 µF cm−2), which is approximately 1.7 times higher than that of Pt1Fe9/N-CeO2 (19.94 µF cm−2), indicating a larger electrochemically active surface area and more exposed active sites. The Cdl values of Pt7Fe3/N-CeO2 and Pt3Fe7/N-CeO2 are 25.22 and 21.04 µF cm−2, respectively. As Pt loading decreases, the Cdl value gradually declines, which can be attributed to the reduced number of highly active Pt sites.


image file: d6ra02054b-f11.tif
Fig. 11 (a–d) CV curves at different scan rates of PtXFe10−X/N-CeO2 and (e) linear relation between their current density and scan rate.

To characterize the chemical states of the elements in the samples, X-ray photoelectron spectroscopy (XPS) was performed on Pt5Fe5/N-CeO2, Pt9Fe1/N-CeO2, Pt7Fe3/N-CeO2, and Pt3Fe7/N-CeO2. Fig. 12a presents the full survey spectra of four samples, showing the characteristic peaks for Ce 3d, Fe 2p, O 1s, N 1s, and C 1s at their corresponding binding energies. Peaks corresponding to Pt and Fe were not clearly observed in the survey spectra, which can be attributed to the low loading levels of these metals. Fig. 12b presents the Pt 4f spectra of Pt5Fe5/N-CeO2, Pt9Fe1/N-CeO2, Pt7Fe3/N-CeO2, and Pt3Fe7/N-CeO2. Metallic Pt serves as the active site for methanol steam reforming, with characteristic binding energies located at approximately 70.6 eV (Pt 4f7/2) and 73.8 eV (Pt 4f5/2). As Pt is progressively substituted by Fe, the binding energy of Pt shifts to lower values, indicating a modification of its electronic environment due to metal–metal interactions. Fig. 12c shows the O 1s spectra of the samples. The peaks located at 528.8 eV, 530.9 eV, and 532.4 eV are assigned to lattice oxygen, surface-adsorbed oxygen, and hydroxyl groups or adsorbed water species, respectively.28 With increasing Fe loading, the O 1s peaks shift toward higher binding energies, with the most pronounced shift observed for Pt5Fe5/N-CeO2. The shift plays a crucial role in facilitating the migration and activation of lattice oxygen species.29 Meanwhile, the activation and mobility of lattice oxygen are closely associated with oxygen vacancies on the catalyst surface.30,31 The enhanced intensity of the lattice oxygen peak suggests a decrease in electron cloud density, indicating stronger metal–support interactions. Fig. 12d displays the Fe 2p spectra of the samples. Three main peaks at 710.8 eV, 723.9 eV, and 727.38 eV are observed in the Fe 2p spectra, corresponding to Fe3+ and Fe2+ species in the Fe 2p3/2 and Fe 2p1/2 orbitals.32 Slight shifts in the peaks at 710.8 eV and 723.9 eV for Pt5Fe5/N-CeO2 indicate that the Pt/Fe molar ratio influences the strength of the chemical bonding and electronic interaction between the metal species. Fig. 12e illustrates the three-dimensional crystal structure of PtxFe10−x/N-CeO2. In the model, green represents N dopants on the CeO2 support, dark yellow corresponds to Ce atoms, red denotes O atoms, while the metallic sites are shown in silver-white for Fe and pale yellow for Pt.


image file: d6ra02054b-f12.tif
Fig. 12 XPS spectra of PtXFe10−X/N-CeO2: (a) survey spectrum and (b) Pt 4f, (c) O 1s, and d) Fe 2p spectra. (e) Metal atom-loaded doping structure.

3.4 Analysis of the methanol steam reforming reaction on PtxFe10−x/N-CeO2

The catalytic performance of PtxFe10−x/N-CeO2 samples with varying Pt-to-Fe molar ratios (Pt1Fe9/N-CeO2, Pt9Fe1/N-CeO2, Pt5Fe5/N-CeO2, Pt7Fe3/N-CeO2, and Pt3Fe7/N-CeO2) in the MSR reaction was systematically investigated. As shown in Fig. 13a–c, the H2 production rate, CO selectivity, and methanol conversion were evaluated. Fig. 13a indicates that the Pt5Fe5/N-CeO2 sample exhibited the highest H2 production rate among the catalysts. The optimal performance is attributed to the balanced ratio of Fe-Pt-Ce structures, which synergistically enhanced catalytic activity. The H2 production rate of Pt5Fe5/N-CeO2 is 1.47, 2.41, 3.01 and 7.65 times higher than that of Pt9Fe1/N-CeO2(11.73 mmol gcat−1·h−1), Pt7Fe3/N-CeO2 (7.17 mmol gcat−1·h−1), Pt3Fe7/N-CeO2 (5.95 mmol gcat−1·h−1), and Pt1Fe9/N-CeO2 (2.26 mmol gcat−1·h−1), respectively. These results highlight the critical role of tuning the Pt–Fe molar ratio in improving MSR performance, aligning with recent advancements in the design of bifunctional catalysts for selective hydrogen production. Fig. 13b presents the CO selectivity of catalysts in methanol steam reforming reactions. The CO selectivity of Pt9Fe1/N-CeO2, Pt7Fe3/N-CeO2, Pt3Fe7/N-CeO2 and Pt1Fe9/N-CeO2 is 14.79%, 24.8%, 33.48%, and 40.5%, respectively. Notably, the Pt[thin space (1/6-em)]:[thin space (1/6-em)]Fe molar ratio of 5[thin space (1/6-em)]:[thin space (1/6-em)]5 demonstrated the lowest CO selectivity in MSR, indicating that Fe optimally suppresses byproduct formation through bimetallic synergistic regulation. Fig. 13c displays methanol conversion of the samples, where a molar ratio of 5[thin space (1/6-em)]:[thin space (1/6-em)]5 exhibited the highest conversion efficiency, consistent with the H2 production rate trends. Experimental results suggest that the Pt–Fe (5[thin space (1/6-em)]:[thin space (1/6-em)]5) bimetallic system achieves optimal metal–support interactions, facilitating accelerated C–H bond cleavage in methanol and water molecules with the lowest energy barrier (minimum energy level required for activation). The configuration exhibits the highest methanol reforming performance due to favorable interfacial electronic effects and reduced energy barriers. Furthermore, a comparison of catalysts reported for hydrogen production via methanol steam reforming is presented in Table 2.
image file: d6ra02054b-f13.tif
Fig. 13 (a) H2 production rate, (b) CO selectivity, and (c) methanol conversion rate of various catalysts.
Table 2 Comparison of the reaction conditions and catalytic performance of different catalysts for methanol steam reforming
Catalyst Temperature (°C) WHSV (h−1) S/C X (CH3OH) (%) Y(H2) mmol·h−1·gcat−1 Ref.
Cu/CeO2 250 1 66.3 490 33
PdCu/CeO2-Al2O3 250 4 1.5 50 34
Cu/ZnO/Al2O3 200 6 1.3 95.5 35
CuO/ZnO 300 30 1.3 98.3 36
CuCo2O4 320 4.32 1.2 100 0.24 37
CuO-ZnO-Al2O3/CeO2 280 6.05 1.2 100 0.672 38
Pt5Fe5/N-CeO2 180 24 1.2 1.08 18.8 This work


Fig. 14a and b present the stability evaluation results of the Pt5Fe5/N-CeO2 catalyst after 40 h of operation in the methanol steam reforming reaction. The results indicate that the Pt5Fe5/N-CeO2 catalyst maintains good stability after 40 h of continuous reaction. The H2 production rate decreases from an initial value of approximately 17 mmol gcat−1·h−1 to about 12 mmol gcat−1·h−1, suggesting that the catalyst exhibits favorable structural integrity and catalytic stability during the long-term operation.


image file: d6ra02054b-f14.tif
Fig. 14 (a) XRD patterns of the Pt5Fe5/N-CeO2 sample after 40 h of methanol steam reforming reaction. (b) Stability evaluation of the Pt5Fe5/N-CeO2 sample in the MSR reaction.

3.5 Analysis of the methanol steam reforming (MSR) reaction kinetics over PtxM10−x/N-CeO2-based catalysts

Based on the hydrogen production rates of PtxM10−x/N-CeO2 at different temperatures Tables 3 and 4, the reaction energy barriers of bimetallic Pt–M (M = Fe, Ni, Zn, Mg, Al, Cu) sites in methanol steam reforming (MSR) were systematically investigated. Fig. 15a displays the Arrhenius plots for Pt5Fe5/N-CeO2, Pt5Ni5/N-CeO2, Pt5Zn5/N-CeO2, Pt5Mg5/N-CeO2, Pt5Al5/N-CeO2, and Pt5Cu5/N-CeO2. The calculated activation energies reveal that Pt5Al5/N-CeO2 exhibits the highest activation energy (312.82 kJ mol−1), which is 5.5 times higher than that of Pt5Fe5/N-CeO2 (57.19 kJ mol−1) and significantly exceeds those of Pt5Ni5/N-CeO2 (69.05 kJ mol−1), Pt5Zn5/N-CeO2 (129.23 kJ mol−1), Pt5Mg5/N-CeO2 (73.00 kJ mol−1), and Pt5Cu5/N-CeO2 (129.23 kJ mol−1), indicating that Fe substitution for Pt provides the lowest energy barrier for MSR and minimizes energy consumption.
Table 3 Hydrogen production rates of PtxM10−x/N-CeO2 (M = Fe, Ni, Zn, Mg, Al, and Cu) at different temperatures
T (°C) Pt5Fe5/N-CeO2 Pt5Ni5/N-CeO2 Pt5Zn5/N-CeO2 Pt5Mg5/N-CeO2 Pt5Al5/N-CeO2 Pt5Cu5/N-CeO2
170 16.5 10.87 5.22 3.56 0.01 1.03
180 17.29 14.60 10.13 5.74 0.73 1.74
190 25.88 18.74 11.64 10.34 7.88 6.44
200 37.58 35.86 20.89 13.45 10.76 11.67
210 56.42 48.59 35.92 17.94 15.45 14.84


Table 4 Hydrogen production rates of PtxFe10−x/N-CeO2 at different temperatures
T (°C) Pt9Fe1/N-CeO2 Pt7Fe3/N-CeO2 Pt5Fe5/N-CeO2 Pt3Fe7/N-CeO2 Pt1Fe9/N-CeO2
170 8.45 4.87 16.5 1.57 0.67
180 11.73 7.17 17.29 5.95 2.26
190 20.32 14.65 25.88 6.79 5.43
200 28.76 19.87 37.58 10.42 8.42
210 38.99 23.67 56.42 15.78 15.45



image file: d6ra02054b-f15.tif
Fig. 15 (a and b) Reaction rate and temperature curves of PtXM10−X/N-CeO2.

As shown in Table 5, Pt5Fe5/N-CeO2 also exhibits the lowest pre-exponential factor, suggesting that under these conditions, the sample achieves the optimal collision frequency during the reaction. Consistent with Raman and BET analyses, the observed differences in the apparent activation energy are related to the concentration of surface oxygen species. The presence of oxygen vacancies creates unsaturated active sites, which serve as catalytic centers controlling the reaction rate and reducing the energy barrier. Moreover, C–H bond cleavage is a key rate-determining step in MSR. Experimental results show that, compared with other non-precious metals, Fe loading promotes C–H bond cleavage, which accounts for the superior catalytic activity of the sample.

Table 5 Comparison of the kinetic data of samples
Samples Ea (kJ mol−1) A
Pt5Fe5/N-CeO2 57.19 18.183
Pt5Ni5/N-CeO2 69.05 21.078
Pt5Zn5/N-CeO2 66.26 23.771
Pt5Mg5/N-CeO2 74.74 21.152
Pt5Al5/N-CeO2 312.82 81.795
Pt5Cu5/N-CeO2 129.23 35.123
Pt9Fe1/N-CeO2 70.41 21.236
Pt7Fe3/N-CeO2 74.67 21.895
Pt3Fe7/N-CeO2 92.63 25.939
Pt1Fe9/N-CeO2 144.41 39.000


Based on hydrogen evolution experiments at different temperatures, the reaction energy barriers of Pt–Fe bimetallic catalysts with varying molar ratios in methanol steam reforming (MSR) were systematically investigated. Fig. 15b shows the Arrhenius plots for Pt1Fe9/N-CeO2, Pt9Fe1/N-CeO2, Pt5Fe5/N-CeO2, Pt7Fe3/N-CeO2, and Pt3Fe7/N-CeO2. Calculations revealed that Pt5Fe5/N-CeO2 exhibits the lowest activation energy (57.19 kJ mol−1), significantly lower than Pt9Fe1/N-CeO2 (70.41 kJ mol−1), Pt1Fe9/N-CeO2 (144.41 kJ mol−1), Pt7Fe3/N-CeO2 (74.67 kJ mol−1), and Pt3Fe7/N-CeO2 (92.63 kJ mol−1). Table 5 demonstrates that increasing the Fe loading enhances the pre-exponential factor, indicating that Fe promotes the reactant-catalyst collision frequency and more Fe sites enhance the collision frequency between the catalyst and reactant molecules. Furthermore, the Pt-to-Fe molar ratio affects the number of active catalytic sites on the surface. When the Pt/Fe molar ratio is 5[thin space (1/6-em)]:[thin space (1/6-em)]5, the sample exhibits the lowest energy level for electron transfer and the minimum energy barrier, achieving the most efficient catalytic performance.

3.6 Mechanism study of the methanol steam reforming reaction on PtxM10−x/N-CeO2-based catalysts

Based on the above experimental results, the possible reaction pathways for methanol–water reforming on PtxM10−x/N-CeO2 are proposed: (i) CH3OH spontaneously decomposes into CO and H2. Part of the produced CO reacts with water vapor to form CO2 and H2, while the remaining CO remains in the reaction vessel and waits to react with the remaining water vapor or is discharged from the vessel (denoted as the CO* pathway); (ii) CH3OH is further oxidized by the active oxygen generated by hydroxyl groups or H2O to form HCOO*, and the intermediate product HCOO* decomposes to produce CO2 and H2 (denoted as the HCOO* pathway);39 and (iii) CH3OH undergoes dehydrogenation to form HCOO–CH3, which then hydrolyzes to form HCOO*, and subsequently decomposes to produce CO2 and H2 (denoted as the image file: d6ra02054b-t4.tif pathway).40,41 Due to the low surface density of Pt and M atoms, gaseous methanol molecules first react with lattice oxygen or surface hydroxyl groups of the N-CeO2 support to form top and bridging methoxy species. The N-CeO2 support itself exhibits negligible methanol decomposition activity, and the methoxy species must diffuse to the Pt and M sites for further reaction. Among these, the top methoxy species is more reactive than the bridging methoxy species. Considering that these pathways occur almost simultaneously, a sequential MSR reaction mechanism over PtxM10−x/N-CeO2 is proposed (Fig. 16). Methanol dehydrogenation occurs at the Pt metal sites, releasing hydrogen and generating CO intermediates. The adjacent oxygen vacancies facilitate the dissociation and adsorption of gaseous methanol. The introduction of M atoms provides additional metal active sites and promotes the formation of oxygen vacancies near the cations, enhancing the reaction of hydroxyl species adsorbed on these vacancies with nearby methanol molecules, thereby minimizing the diffusion limitation of intermediates. Among the possible methanol–water reforming pathways, the CO* pathway is a key factor contributing to catalyst deactivation. Based on the evaluation of catalytic activity with varying bimetallic loadings and atomic ratios, partially substituting Pt sites with Fe appears beneficial for suppressing CO formation. This strategy increases the number of exposed active sites and enhances the overall catalytic activity in methanol steam reforming.
image file: d6ra02054b-f16.tif
Fig. 16 Mechanism of the methanol steam reforming reaction over PtxM10−x/N-CeO2.

4 Conclusion

In this study, a bimetallic cerium-based catalyst (PtxM10−x/N-CeO2) was prepared using the high-temperature calcination method. Based on the performance evaluation of MSR, the optimal bimetallic catalyst was found to be Pt5Fe5/N-CeO2. Subsequently, the influence of the Pt-to-Fe atomic ratio on MSR performance was investigated. The results indicate that loading different bimetals can increase the specific surface area, surface defects, and reactive active sites of CeO2. XPS testing revealed that the loading of Pt and Fe on the N-CeO2 support promotes the migration of lattice oxygen species. The results of the methanol steam reforming experiments show that Pt5Fe5/N-CeO2 exhibits the highest H2 production rate and the lowest CO selectivity, with a H2 production rate of 17.29 mmol gcat−1·h−1, CO selectivity of 15.58%, and methanol conversion rate of 1.07%, demonstrating the best catalytic performance. Compared with PtxFe10−x/N-CeO2, the H2 production rate of Pt5Fe5/N-CeO2 increases, indicating that the difference in activity evaluation is not significant and the cost is reduced while maintaining the catalytic performance. According to the Arrhenius equation, Pt5Fe5/N-CeO2 has the lowest apparent activation energy, suggesting that the sample requires the lowest energy to overcome in the MSR reaction and the reaction occurs to the greatest extent.

Conflicts of interest

There are no conflicts of interest to declare.

Data availability

All data included in this study are available upon request to the corresponding author.

Acknowledgements

This work is supported by the National Natural Science Foundation of China (22208199 and 22008147).

References

  1. Q. Liu, S. Q. Du, T. Y. Liu, L. Y. Gong, Y. J. Wu, J. Q. Lin, P. P. Yang, G. Huang, M. Y. Li, Y. D. Wu, Y. Y. Zhou, Y. F. Li, L. Tao and S. Y. Wang, Angew. Chem., Int. Ed., 2024, 63, e202315157 CrossRef CAS PubMed.
  2. C. S. Bu, T. T. Gu, S. T. Cen, D. Y. Liu, J. G. Meng, C. Q. Liu, X. Y. Wang, H. Xie, J. B. Zhang and G. L. Piao, Int. J. Hydrogen Energy, 2023, 48, 12227–12239 CrossRef CAS.
  3. H. Y. Lian, S. Geng, Y. Z. Wang, Y. Lv, H. C. Yang, H. Zhang and X. Q. Deng, Chem. Eng. J., 2025, 503, 158479 CrossRef CAS.
  4. J. H. Huang, L. Xie, X. L. Luo, C. Wang, R. Y. Shu, Q. B. Song, J. P. Liu, Z. P. Tian and Y. Chen, Int. J. Hydrogen Energy, 2024, 50, 681–689 CrossRef CAS.
  5. R. Rani and M. M. Sinha, Phys. Scr., 2024, 99, 032002 CrossRef CAS.
  6. C. Y. Zhao, S. Y. Yao, C. Li, Y. B. An, S. S. Zhao, X. Z. Sun, K. Wang, X. Zhang and Y. W. Ma, Chem. Eng. J., 2024, 497, 15435 Search PubMed.
  7. F. Y. Gao, S. Q. Ni, Z. R. Niu, X. L. Tang, H. H. Yi and C. Z. Wang, J. Environ. Chem. Eng., 2021, 9, 106190 CrossRef CAS.
  8. X. L. Tang, C. Z. Wang, F. Y. Gao, R. C. Zhang, Y. R. Shi and H. H. Yi, J. Colloid Interface Sci., 2021, 603, 291–306 CrossRef CAS PubMed.
  9. Y. X. Meng, S. M. Liu, Y. X. Wang, W. Q. Xu, J. J. Gao, S. S. Yu, F. B. Su and T. Y. Zhu, J. Catal., 2024, 430, 115311 CrossRef CAS.
  10. A. P. Amrute, C. Mondelli, M. Moser, G. Novell-Leruth, N. López, D. Rosenthal, R. Farra, M. E. Schuster, D. Teschner, T. Schmidt and J. Pérez-Ramírez, J. Catal., 2012, 286, 287–297 CrossRef CAS.
  11. L. J. Cheng, S. Sin, J. W. Ji, S. Yang, C. Tan, Z. W. Gu, W. Song, C. K. Huang, C. Z. Sun, C. J. Tang and L. Dong, Fuel, 2023, 342, 127772 CrossRef CAS.
  12. Q. Zhao, Z. H. Yan, C. C. Chen and J. Chen, Chem. Rev., 2017, 117, 10121–10211 CrossRef CAS PubMed.
  13. H. Zheng, W. Q. Liao, J. Q. Ding, F. K. Xu, A. P. Jia, W. X. Huang and Z. H. Zhang, ACS Catal., 2022, 12, 15451–15462 CrossRef CAS.
  14. Z. X. Zhou, Y. X. Wang, H. T. Hu, J. F. Wei, R. Qiao, F. K. Bi and X. D. Zhang, Fuel, 2025, 399, 135603 CrossRef CAS.
  15. C. M. Y. Yeung and S. C. Tsang, J. Phys. Chem., 2009, 113, 6074–6087 CrossRef CAS PubMed.
  16. S. Keav, A. E. de los Monteros, J. Barbier and D. Duprez, Appl. Catal. B Environ., 2014, 150, 402–410 CrossRef.
  17. Z. X. Jiang, Catal. Lett., 2024, 155, 1–9 Search PubMed.
  18. F. Y. Wang, L. X. Zhang, C. Liu, X. T. Xu, J. L. Qiao, X. Jia, K. F. Dai and X. L. Wang, New J. Chem., 2024, 48, 6142–6151 RSC.
  19. X. Li, J. Xu, J. Zeng and J. Liu, Microsc. Microanal., 2018, 24, 1660–1661 CrossRef.
  20. A. Aitbekova, C. J. Wrasman, A. R. Riscoe, L. Y. Kunz and M. Cargnello, Chin. J. Catal., 2020, 41, 998–1005 CrossRef CAS.
  21. S. Y. Su, G. C. An, J. Bai, H. H. Wang, J. Han, C. S. Zhang, D. S. Liu, Y. J. Liu, L. Zhang and Z. X. Gao, Mol. Catal., 2026, 593, 115789 CAS.
  22. Y. Z. Wang, P. Y. Guo, Y. H. Li, Y. Li, Y. Zhou and W. J. Shen, Chem. Eng. J., 2026, 533, 174650 CrossRef CAS.
  23. S. Sarangi, U. Suryakanta, N. Nayak, D. Mandal and T. R. Sahoo, J. Rare Earths, 2026, 44, 262–270 CrossRef CAS.
  24. F. Guo, L. S. Jiang, H. Tian, K. P. Chen, B. B. Yang, W. Y. Cao, Q. Zhang and J. Q. Xu, Vacuum, 2024, 220, 112784 CrossRef CAS.
  25. S. H. Li, X. G. Chen, F. Wang, Z. L. Xie, Z. R. Hao, L. J. Liu and B. X. Shen, J. Hazard. Mater., 2022, 431, 128622 CrossRef CAS PubMed.
  26. S. D. Yuan, Y. K. Zheng, Y. X. Chu, C. Q. Xia, R. Y. Dong, J. T. Xu, B. T. Teng, Y. Wu and Y. M. He, Green Energy Environ., 2026, 11, 211–223 CrossRef CAS.
  27. J. Li, N. Zhao, X. H. Liu, X. Chang, W. Zheng and J. Zhang, Nano Lett., 2026, 26, 668–675 CrossRef CAS PubMed.
  28. Y. C. Zhu, C. T. Li, C. X. Liang, S. H. Li, X. Liu, X. Y. Du, K. Yang, J. G. Zhao, Q. Yu, Y. B. Zhai and Y. Ma, J. Catal., 2023, 418, 151–162 CrossRef CAS.
  29. Z. Su, W. H. Yang, C. Z. Wang, S. C. Xiong, X. Z. Cao, Y. Peng, W. Z. Si, Y. B. Weng, M. Xue and J. H. Li, Environ. Sci. Technol., 2020, 54, 12684–12692 CrossRef CAS PubMed.
  30. W. H. Yang, Z. A. Su, Z. H. Xu, W. N. Yang, Y. Peng and J. H. Li, Appl. Catal. B Environ., 2020, 260, 118150 CrossRef CAS.
  31. J. L. Wang, J. E. Li, C. J. Jiang, P. Zhou, P. Y. Zhang and J. G. Yu, Appl. Catal. B Environ., 2017, 204, 147–155 CrossRef CAS.
  32. B. Jiang, D. Tian, Y. Qiu, X. Q. Song, Y. Zhang, X. Sun, H. H. Huang, C. H. Zhao, Z. K. Guo, L. S. Fan and N. Q. Zhang, Nano-Micro Lett., 2022, 14, 324–338 Search PubMed.
  33. Z. Z. Cheng, Y. Z. Li, M. Y. Wang, L. J. He, L. Zhang, Y. F. Jin, G. J. Lan, X. C. Sun, Y. Y. Qiu and Y. Li, J. Colloid Interface Sci., 2025, 677, 55–67 CrossRef CAS PubMed.
  34. C. Ruocco, E. Meloni, O. Muccioli and V. Palma, Fuel Process. Technol., 2025, 272, 108212 CrossRef CAS.
  35. H. T. Yan, D. D. Li, Z. C. Jiang, H. Y. Gu, M. Y. Zhu, Y. F. Han and M. H. Zhu, Appl. Catal. B Environ., 2025, 365, 124984 CrossRef CAS.
  36. C. D. Li, X. Q. Yao, R. H. Zhang, H. X. Zheng, S. S. Yuan, X. H. Yu, B. Li, M. H. Zhu and S. T. Tu, Chem. Eng. J., 2024, 487, 150467 CrossRef CAS.
  37. M. Y. Liao, W. B. Huang, L. Wang, X. W. Zhou, Z. X. Dai, H. Qin and H. N. Xiao, Int. J. Hydrogen Energy, 2024, 49, 1361–1374 CrossRef CAS.
  38. M. Y. Liao, R. F. Xiang, X. Y. Tan, Z. X. Dai, H. Qin and H. N. Xiao, Renewable Energy, 2025, 247, 123054 CrossRef CAS.
  39. D. H. Yang, Y. D. Li, X. Y. Liu, Y. Cao, Y. Gao, Y. R. Shen and W. T. Liu, Proc. Natl. Acad. Sci. U. S. A., 2018, 115, E3888–E3894 CrossRef CAS PubMed.
  40. Z. Y. Qi, L. N. Chen, S. C. Zhang, J. Su and G. A. Somorjai, J. Am. Chem. Soc., 2021, 143, 60–64 CrossRef CAS PubMed.
  41. S. F. Yu, Z. Sun and Z. Q. Sun, Appl. Catal. B Environ., 2025, 378, 125648 CrossRef CAS.

This journal is © The Royal Society of Chemistry 2026
Click here to see how this site uses Cookies. View our privacy policy here.