Abstract
Oxidative dehydrogenation of propane (ODHP) is a promising route for propylene production, but achieving high selectivity towards propylene while minimizing COx byproducts remains a significant challenge for conventional metal oxide catalysts. Here we propose a solution to this challenge by employing atomically dispersed dual-atom catalysts (M1M'1-TiO2 DACs). Ni1Fe1-TiO2 DACs exhibit an ultralow COx selectivity of 5.2% at a high propane conversion of 46.1% and 520 °C, with stable performance for over 1000 hours. Mechanistic investigations reveal that these catalysts operate via a cooperative Langmuir-Hinshelwood mechanism, distinct from the Mars-van Krevelen mechanism typical of metal oxides. This cooperative pathway facilitates efficient conversion of propane and oxygen into propylene at the dual-atom interface. The superior selectivity arises from facile olefin desorption from the dual-atom sites and suppressed formation of electrophilic oxygen species, which are preferentially adsorbed on Fe1 sites rather than oxygen vacancies. This work highlights the potential of dual-atom catalysts for highly selective ODHP and provides insights into their unique catalytic mechanism.
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Introduction
The rising demand for propylene, driven by its widespread use in the production of polymers and chemicals, has intensified research into efficient and sustainable production methods1,2. Oxidative dehydrogenation of propane (ODHP) offers a promising alternative to conventional propane dehydrogenation (PDH)3,4, as it is exothermic and less susceptible to coke formation. However, achieving high selectivity towards propylene remains a major challenge. Conventional metal oxide catalysts (MOCs), typically operating via a Mars-van Krevelen (MvK) mechanism5,6,7,8,9,10,11,12, suffer from high COx selectivity (>25%) at high propane conversions (>25%) due to the formation of electrophilic oxygen species on oxygen vacancies13,14. Despite extensive efforts, few MOC-based catalysts have achieved COx selectivity below 10% while maintaining high propane conversion.
To address this limitation, we explore the potential of cooperative dual-atom catalysis, where distinct active sites can synergistically activate propane and oxygen. This approach aims to minimize the formation of electrophilic oxygen species by promoting O2 adsorption on specific metal sites rather than oxygen vacancies. While the concept of cooperative catalysis has been demonstrated in other systems15,16,17,18,19,20,21, its application in heterogeneous ODHP remains largely unexplored.
Herein, we report a series of supported dual-atom catalysts (6 types, M1M'1-TiO2 DACs) synthesized via a modified cation-exchange strategy22,23,24. These catalysts, featuring atomically dispersed metal pairs on a TiO2 support, demonstrate exceptional performance in ODHP. In particular, Ni1Fe1-TiO2 DACs exhibit an ultralow COx selectivity of 5.2% at a high propane conversion of 46.1% and 520 °C, with remarkable stability for over 1000 h. This performance surpasses previously reported catalysts, which typically show limited stability beyond 300 h under continuous ODHP conditions.
Results
Catalytic performance
The catalytic performance of metal oxide catalysts (MOCs), M1-TiO2 single-atom catalysts (SACs), and M1M'1-TiO2 dual-atom catalysts (DACs) was evaluated for oxidative dehydrogenation of propane (ODHP). Our optimization revealed that when the loading of M1 and M'1 in M1M'1-TiO2 was fixed at ~3 wt %, DACs (e.g. Fe1Ni1-TiO2) exhibited high performance. However, deviations from this optimal metal (e.g. Fe and Ni) loading led to decreased propene selectivity (Supplementary Fig. 1). As shown in Fig. 1a, Fe1Ni1-TiO2 achieved an ultralow COx selectivity of 5.2% while maintaining a high propane conversion of 46.1% at 520 °C. This performance surpasses previously reported metal-oxide-based ODHP catalysts (Supplementary Table 1), where COx selectivity typically exceeds 10% at comparable propane conversions (>25%). In contrast, both SACs and MOCs generated higher levels of COx under identical conditions. Fe1Ni1-TiO2 also exhibited excellent olefin selectivity (90.6%) across a wide temperature range (420–520 °C, Supplementary Fig. 2). This superior COx suppression was consistently observed for other M1M'1-TiO2 DACs, demonstrating the inherent advantage of dual-atom structures over single-atom structures or MOCs in ODHP.
a The COx selectivity of as-prepared Ni1Fe1-TiO2 DACs with reported ODHP catalysts (Supplementary Table 1). b Comparison of the TOF of C3H8 versus time on as-prepared DACs and SACs (Reaction conditions: C3H8: O2: N2 = 1:1:1, Total flow = 36 mL/min, Catalyst weight = 0.1 g, Temperature = 520 °C). c Comparison of STY versus time on our Ni1Fe1-TiO2 DACs with reported ODHP catalysts. The STY, defined as the olefin production rate per gram of catalyst per hour, is presented in Supplementary Table 2 along with all reaction conditions and catalytic results. d The durability of Ni1Fe1-TiO2 powder and shaping samples. Reaction conditions: C3H8: O2: N2 = 1:1:1, Volume rates of C3H8 = 12 mL/min with weight hour space velocity (WHSV) = 8.8 h−1, 520 °C.
Further confirmation of the enhanced activity of DACs was obtained through an assessment of propane reaction rates. With a TOF of 56.2 s⁻1, the Ni1Fe1-TiO2 catalyst exhibited significantly higher activity compared to the monometallic Ni1-TiO2 and Fe1-TiO2 catalysts. This translated to an ultrahigh olefin yield of 40.7% at 520 °C, surpassing Fe1-TiO2 and Ni1-TiO2 by twofold (Supplementary Fig. 3). This enhanced catalytic activity was consistently observed across various DAC and SAC (Supplementary Figs. 4–5), underscoring the benefits of the dual-atom architecture.
The long-term stability and productivity of Ni1Fe1-TiO2 were assessed by evaluating the olefin space-time yield (STY) over 1000 h of continuous operation (Fig. 1c). While previous studies have reported high olefin STY values for catalysts composed of multi-elemental, non-metal, or alloy materials (e.g., V-Fe-O, BN, PtSn/Beta, Supplementary Table 2), MOC-based ODHP catalysts have generally struggled to achieve STY values exceeding 50 mmolgcat−1h−1 after 300 h. Remarkably, Ni1Fe1-TiO2 exhibited an ultrahigh olefin STY of 83.3 mmolgcat−1h−1 after 1000 h at 520 °C, effectively overcoming the trade-off between STY and stability. This performance surpasses state-of-the-art catalysts in terms of olefin yield and long-term durability (Fig. 1c, d, Supplementary Table 2). Furthermore, we successfully scaled up production to kilogram-scale quantities while maintaining ease in shaping the catalyst structure, highlighting its potential for industrial applications (Supplementary Fig. 6). The shaped Ni1Fe1-TiO2 catalyst demonstrated comparable performance as its powdered counterpart, and also operated stably with a high olefin selectivity of ~90% at 520 °C (Fig. 1d, right).
Structure and characterization of dual-atom catalysts
The catalysts were synthesized via a solid-state calcination, a robust and sophisticated method involving a mixture of TiO2, metal oxide (M = Fe2O3, CoO, NiO, MnO, MgO,…) salts, and alkali metal carbonates heated to high temperatures (Supplementary Fig. 7). The supported and catalysis were thoroughly characterized. The TiO2 nanosheet support exhibited a BET surface area of 78.2 m2/g, with an interlayer spacing calculated to be 0.95 Å (Supplementary Figs. 8–10). Both SACs and DACs, including Ni1Fe1-TiO2, Ni1-TiO2, and Fe1-TiO2, exhibited a lamellar structure consistent with the BET surface area >100 m2/g (Supplementary Figs. 11–14, Supplementary Table 3). In Ni1Fe1-TiO2, Ni and Fe atoms were homogeneously dispersed throughout the nanosheets without any discernible agglomeration.
X-ray absorption near-edge structure (XANES) analysis confirmed the dual-atom structure of Ni1Fe1-TiO2. Compared to Ni1-TiO2 and Fe1-TiO2, Ni1Fe1-TiO2 displayed a dual scattering pathway in the k2-weighted extended X-ray absorption fine structure (EXAFS) spectra (Fig. 2a, b, Supplementary Fig. 15, Supplementary Table 4), consistent with the two domains observed in the wavelet transform signature (Supplementary Fig. 16). This indicates that the Ti lattice of the TiO2 nanosheet support effectively confines isolated Ni and Fe atoms in close proximity25,26,27. Pre-edge features in the XANES spectra clearly distinguished the electronic structures of Ni1Fe1 dual-atom sites from those of the isolated Ni1-TiO2 and Fe1-TiO2 sites. Charge transfer within the Ni1-Fe1 pair was evident, with Ni in Ni1Fe1-TiO2 displaying a higher valence shift compared to Ni in Ni1-TiO2, and Fe in Ni1Fe1-TiO2 exhibiting a lower valence shift compared to Fe in Fe1-TiO2. (Supplementary Figs. 17–20).
a, b k2-weighted EXAFS spectra of (a) Fe K-edge and (b) Ni K-edge for Ni1Fe1-TiO2 and reference samples. k denotes the wave vector of the photoelectron. c The AC-STEM image, the line intensity profile of line 1 (insert, bottom), and corresponding EELS (side) for Ni1Fe1-TiO2. The top view of Ni1Fe1-TiO2 DACs is shown in the top right corner. d Experimental 57Fe Mössbauer spectra of Fe1-TiO2 and Fe1Ni1-TiO2 measured at 293 K. The doublets D1 and D2 represent Fe3+ and Fe2+ states, respectively.
Aberration-corrected scanning transmission electron microscopy (AC-STEM) and atomic-resolution electron energy loss spectroscopy (EELS) provided direct visualization of the heteronuclear dual-atom structure in Ni1Fe1-TiO2 (Fig. 2c). The distinct line intensity profiles of Ni and Fe signals provide direct evidence for observing Ni1-Fe1 pairs along the Ti column (inset in Fig. 2c, Supplementary Fig. 21). The measured distance between Ni1 and Fe1 (3.1 Å) aligned with the scattering distance observed in XANES analysis, confirming their substitution for Ti sites and the formation of Ni1-Fe1 dual-atom sites within the TiO2 lattice (Supplementary Fig. 22). Notably, when mono-metal oxides (NiO or Fe2O3) were introduced during synthesis, Fe and Ni exhibited a preference for isolated FeO5 (Fe1-TiO2) or NiO5 (Ni1-TiO2) configurations. The single-atom structure of Fe1-TiO2 and Ni1-TiO2 was further confirmed by AC-STEM (Supplementary Fig. 23) and XANES measurements (Fig. 2a, b, Supplementary Fig. 24), which revealed well-defined monodispersed spots along the Ti lattice and distinct features corresponding to Ni(1)/Fe(1)-O(5) coordination in the isolated systems (Supplementary Table 5).
Mössbauer spectrometry was employed to probe the Fe environments in Ni1Fe1-TiO2 and Fe1-TiO2. Compared to Fe1-TiO2, the proportion of Fe2+ species increased from 9.3% to 21.0% in Ni1Fe1-TiO2 (Fig. 2d), indicating a decrease in the average oxidation state of Fe28,29,30. This shift in oxidation states between individual Ni1 and Fe1 atoms can be attributed to charge compensation within the Fe-Ni pairs in Ni1Fe1-TiO2. This charge redistribution facilitates pairing between divalent Ni2+ and trivalent Fe3+ to fulfill local coordination requirements and maintain overall charge neutrality, rather than dimerization involving solely +2/ + 3 charged species31,32,33.
The synthetic procedure was extended to create a library of heteronuclear dual-atom catalysts in TiO2. A series of M1-TiO2 catalysts (M = Fe, Co, Ni, Mn) (Supplementary Figs. 25–26, Supplementary Table 4) and M1M'1-TiO2 DACs (M1M'1 = Ni1Fe1, Co1Ni1, Co1Mn1, Ni1Mn1, Fe1Mn1, Fe1Co1) were successfully synthesized using different precursors. Comprehensive structural characterizations, including XRD analysis, TEM imaging, AC-STEM observations, and XANES measurements (Supplementary Figs. 27–34, Supplementary Table 5), confirmed the dual-atom feature in these catalysts.
Catalytic mechanism
In the ODHP process, MOCs undergo either the commonly observed MvK mechanism (Fig. 3a, left) or an alternative Langmuir-Hinshewood (L-H) mechanism (Fig. 3a, right), depending on whether lattice oxygen exchange is involved. To verify the mechanism, we conducted a study using the 16O/18O isotope exchange method. Catalysts were initially pre-treated with 16O2 to ensure lattice oxygen was predominantly 16O (Fig. 3a). Upon switching to a reaction gas mixture of 18O2 and C3H8, Ni1-TiO2 and Fe1-TiO2 exhibited H216O production, indicative of lattice oxygen involvement (Fig. 3b). This H216O signal gradually decreased as lattice 16O was replaced by 18O from the gas phase, consistent with the MvK mechanism14,34. In contrast, Ni1Fe1-TiO2 showed negligible H216O production and a rapid H218O response (Fig. 3c), with no evidence of 16O2 or 16O18O formation (Supplementary Fig. 35). This suggests that lattice oxygen exchange is minimal, and the ODHP reaction over Ni1Fe1-TiO2 likely proceeds through the L-H mechanism, where C3H8 and O2 co-adsorb on the catalyst surface.
a Schematic diagram of MvK and L-H mechanisms. b, c H216O and H218O response signals of reactions of 18O2–C3H8 mixture on Ni1-TiO2, Fe1-TiO2, and Ni1Fe1-TiO2 followed by He purge at 520 °C (10% C3H8/Ar, 10 mL/min and 10% O182/Ar, 10 mL/min). d, e EPR spectra of spent Ni1-TiO2, Fe1-TiO2, and Ni1Fe1-TiO2 catalysts without and with pretreatment with 10% C3H8/Ar at 520 °C for 2 h.
To further probe the involvement of lattice oxygen, electron paramagnetic resonance (EPR) spectroscopy was employed to quantify oxygen vacancies in spent SACs and DACs before and after pre-treatment with 10% C3H8/Ar at 520 °C. The EPR intensity of oxygen vacancies increased approximately twofold for Ni1-TiO2 and Fe1-TiO2 after C3H8 pre-treatment (Fig. 3d, Supplementary Fig. 36), whereas only a 1.2-fold increase was observed for Ni1Fe1-TiO2 (Fig. 3e). The generation of more oxygen vacancies in SACs compared to DACs further supports the notion that SACs experience an MvK pathway while DACs undergo an L − H one for oxygen activation.
Mechanistic insights from in-situ spectroscopy
To investigate the interplay between reactants (C3H8, O2) and the active sites (Fe, Ni) in Ni1Fe1-TiO2, we employed in-situ X-ray emission spectroscopy (XES). This technique is particularly sensitive to the chemical environment of transition metals and can effectively differentiate between ligands with similar atomic numbers, such as C, N, and O35,36,37. We designed an in-situ XES experiment by gradually increasing the temperature to 520 °C within a helium stream and acquiring the ‘fresh’ spectrum after stabilization. Subsequently, different gases were sequentially introduced (pure C3H8 → C3H8 + O2 → pure O2), and spectra were collected following each stabilized condition.
For Ni1Fe1-TiO2 catalysts, Fig. 4a and b present the Kβ2,5 XES of Ni and Fe during distinct steps, respectively. The XES spectra revealed both Ni-C and Fe-C bonds in a pure C3H8 atmosphere with binding energies of 7102.1 eV and 8326.1 eV, respectively38,39. Upon the addition of O2, there was a gradual disappearance of Fe-C bonds compared to persistent but weakened Ni-C bonds observed. After removing C3H8, Ni-C bonds remained while Fe-C bonds almost completely disappeared indicating that Ni sites exhibit higher propensity for propane adsorption than Fe sites.
a, b In-situ Kβ 2,5 and Kβ′′ mainline XES spectra recorded Ni1Fe1-TiO2 under different steps at 520 °C. c, d In-situ XANES absorption edge spectra for the Ni K-edge and Fe K-edge of Ni1Fe1-TiO2 under different steps at 520 °C. e Schematic illustration of C3H8 (Ni site) and O2 (Fe site) reaction over Ni1Fe1-TiO2. f Schematic illustration of C3H8 (Ni site) and Olattic reaction over Ni1-TiO2. In-situ XES and XANES were measured by gradually increasing the temperature to 520 °C within a helium stream after stabilization; different gases were sequentially introduced (pure C3H8 → C3H8 + O2 → pure O2), and spectra were collected at each stabilized condition.
This preferential adsorption behavior was further corroborated by temperature-programmed desorption (TPD) experiments. C3H8 desorption capacity was lowest at the Fe1 site in Fe1-TiO2 compared to Ni1-TiO2 and Ni1Fe1-TiO2 (Supplementary Fig. 37), while a minor O2 desorption peak at 432.0 °C was observed for Ni1-TiO2, which was absent in the other two samples (Supplementary Fig. 38). These results are consistent with the XES data, suggesting preferential adsorption of C3H8 on Ni and O2 on Fe in Ni1Fe1-TiO2.
In-situ XANES analysis provided insights into the valence state evolution of Fe and Ni in Ni1Fe1-TiO2 under the same reaction conditions as the XES experiments. Changes in the Ni K-edge and Fe K-edge XANES spectra (Fig. 4c, d) revealed that: (1) C3H8 purging at 520 °C induced a shift to lower energies, indicating reduction of both Ni and Fe; (2) Introducing O2 significantly increased the Fe valence state with minimal impact on the Ni valence state; (3) Removing C3H8 under O2 flow led to a further increase in the Fe valence state. These findings, supported by DFT calculations (Supplementary Fig. 39), suggest that Fe sites are primarily responsible for oxygen activation. The limited change in the Ni valence state upon O2 introduction is attributed to the strong adsorption of residual C3H8 on Ni sites. Further in-situ XANES studies confirmed the facile reduction of Ni by C3H8 (Supplementary Figs. 40–43) and the strong interaction between Fe1 sites and O2 (Supplementary Figs. 44–45). Collectively, the in-situ XES, C3H8/O2-TPD, and in-situ XANES data provide compelling evidence for distinct roles of Ni and Fe in Ni1Fe1-TiO2: Ni sites preferentially adsorb C3H8, while Fe sites favor O2 adsorption and activation.
DFT calculations were performed to elucidate the ODHP reaction pathway over Ni1Fe1-TiO2 (Supplementary Figs. 46–47). The results suggest a highly efficient L-H mechanism (Fig. 4e) where C3H8 dehydrogenation occurs at Ni1 sites, while activated O2 on Fe1 sites promotes hydrogen coupling to form H2O and C3H6. In contrast, DFT calculations for the single-atom catalysts (Ni1-TiO2 and Fe1-TiO2) suggest an MvK mechanism (Supplementary Figs. 48–51, Fig. 4f), highlighting the distinct mechanistic behavior of DACs and SACs. The key difference lies in the involvement of lattice oxygen exchange in the MvK mechanism, where oxygen vacancies play a crucial role in driving propane dehydrogenation.
Suppression of COx formation
One of the major challenges faced by ODPH catalysts is the generation of significant amounts of valueless COx (>30% in selectivity for MOCs). A consensus among literature reports suggests that the majority of COx species originate from propylene oxidation reaction with electrophilic oxygen species generate by lattice oxygen exchange through Mv-K pathways (Supplementary Fig. 52)14,40,41. To assess the propensity for C3H6 over-oxidation, we analyzed C3H6-TPD profiles (Fig. 5a). Ni1Fe1-TiO2 exhibited a lower C3H6 desorption temperature (138.7 °C) compared to Ni1-TiO2 (170.1 °C) and Fe1-TiO2 (162.2 °C), indicating weaker C3H6 binding and enhanced propylene release. This observation was corroborated by in-situ diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS) analysis, which revealed significantly faster C3H6 desorption rates over Ni1Fe1-TiO2 compared to the single-atom counterparts (Supplementary Figs. 53–55). DFT calculations further support this trend, showing lower C3H6 desorption energies from the Ni1 site in Ni1Fe1-TiO2 compared to Ni and Fe sites in Ni1-TiO2 and Fe1-TiO2 (Supplementary Fig. 56). The facile desorption of C3H6 from Ni1Fe1-TiO2 effectively mitigates its over-oxidation.
a C3H6-TPD analysis of of Ni1-TiO2, Fe1-TiO2 and Ni1Fe1-TiO2. b In-situ FT-IR spectra of Ni1Fe1-TiO2 with 10 vol% C3H8/Ar (10 mL/min) and 10 vol% O2/Ar (10 mL/min), (350–500 °C, recorded at intervals of 50 °C, down to top), Fe1-TiO2 (500 °C) and Ni1-TiO2 (500 °C) at enlarge view 1850–1550 cm−1. c, d EPR spectra of Ni1-TiO2, Fe1-TiO2, and Ni1Fe1-TiO2 after pretreatment with 10% O2/Ar. e Schematic diagram of COx formation.
To identify potential intermediates in the C3H6 over-oxidation pathway, we performed in-situ DRIFTS analysis under reaction conditions (Fig. 5b). Ni1Fe1-TiO2 displayed a distinct C = C stretching vibration at 1650 cm−1, characteristic of C3H6, whereas Ni1-TiO2 and Fe1-TiO2 exhibited a prominent peak at 1738 cm−1, indicative of aldehyde groups42,43. Furthermore, a distinct CO2 gas-phase peak at 2349 cm−1 was observed for Ni1-TiO2 and Fe1-TiO2, but was barely discernible for Ni1Fe1-TiO2 (Supplementary Fig. 57). These findings suggest that acrolein, an aldehyde species, is a key intermediate in the deep oxidation of propylene to COx. The suppression of acrolein formation over Ni1Fe1-TiO2 effectively limits COx generation.
Importantly, this suppression of over-oxidation was observed for all synthesized M1M'1-TiO2 DACs (6 types, Supplementary Figs. 58–67), highlighting the general efficacy of this catalyst design. To understand the underlying cause, we examined the nature of oxygen species using electron paramagnetic resonance (EPR) spectroscopy. Fe1-TiO2 and Ni1-TiO2 exhibited a weak isotropic signal at g = 2.02 (Fig. 5c, d), indicative of electrophilic O2− species44,45, which are known to promote COx formation. This signal was nearly absent in Ni1Fe1-TiO2, suggesting a lower concentration of electrophilic oxygen species. This is attributed to the preferential adsorption of O2 on Fe1 sites in Ni1Fe1-TiO2, rather than on oxygen vacancies as in MOCs, leading to a reduced contribution of electrophilic oxygen.
Figure 5e illustrates the proposed mechanisms of COx formation for NiOx and Ni1Fe1 species. Trace amounts of electrophilic oxygen species and relatively low propylene desorption energy for the Ni1Fe1-TiO2 catalyst effectively suppressed acrolein (a significant byproduct in the deep oxidation process) formation, thereby reducing COx generation. In contrast, the stronger propylene adsorption on Ni1 or Fe1-TiO2 catalysts facilitated the formation of acrolein from propylene with electrophilic oxygen species, leading to further overoxidation to COx.
Discussion
Atomically dispersed dual-atom catalysts (DACs) offer a promising avenue for enhancing ODHP by mitigating COx formation. Here, we report a general synthetic strategy for M1M'1-TiO2 DACs and demonstrate their exceptional performance in ODHP. Specifically, Ni1Fe1-TiO2 exhibits an ultralow COx selectivity of 5.2% while maintaining a high propane conversion of 46.1% for 1000 h at 520 °C. Mechanistic investigations, combining experimental characterization and theoretical calculations, reveal a Langmuir-Hinshelwood mechanism facilitated by synergistic interactions between the Ni1 and Fe1 sites. Crucially, the Fe1 sites promote O2 adsorption, effectively suppressing the formation of electrophilic oxygen species that lead to COx generation. Furthermore, the Ni1Fe1-TiO2 DAC exhibits a lower energy barrier for propylene desorption compared to single-atom Ni1-TiO2 and NiO catalysts, contributing to its enhanced catalytic efficiency. This work highlights the potential of precisely engineered DACs to optimize ODHP performance by manipulating the adsorption and activation of both propane and oxygen.
Methods
Materials
Titanium (IV) oxide (TiO2, rutile, 99.5%, CAS: 1317-80-2) and potassium carbonate (K2CO3, 99.9%, CAS: 534–17-8) were purchased from Alfa Aesar. Manganese (II) oxide (MnO, 99.5%), nickel (II) oxide (NiO, 99%), iron(III) oxide (Fe2O3, 99.9%), and cobalt(II) oxide (CoO, 99.9%) were obtained from Innochem. Propane (C3H8, 99.9%), oxygen (O2, 99.999%), and nitrogen (N2, 99.999%) were supplied by Beijing Huatong Jingke Gas Chemical Co., LTD.
Catalyst synthesis
TiO2 nanosheets
Briefly, K2CO3 (1.11 g), rutile TiO2 (2.77 g), and Li2CO3 (0.2 g) were ground for 1 h and calcined at 900 °C for 1.5 h. The resulting product was ground again for 1 h and calcined at 1000 °C for 20 h to yield layered titanate (K0.8Ti1.73Li0.27O4). The titanate was then protonated by treatment with 1 mol L−1 HCl (100 mL/g titanate) with daily replacement of the HCl solution for 3 days. The resulting catalysis was washed with distilled water until neutral and dried under vacuum.
M1-TiO2 nanosheets
M1-TiO2 nanosheets (M = Mn, Fe, Co, Ni) were prepared by adapting a solid reaction method1. Stoichiometric quantities of the respective metal oxide (MnO, Fe2O3, CoO, or NiO), K2CO3, and anatase TiO2 (see below for molar ratios) were ground (grinding should be performed at ≤40% relative humidity to prevent K2CO3 deliquescence.) and calcined at 1000 °C for 1 h, followed by regrinding and calcination at 1000 °C for 20 h. The molar ratios of the reactants were determined according to the following equations:
With Ni1-TiO2 as an example, the doping ratio of Ni is x = 0.2. According to formula 1, we can calculate the molar ratios of different components (K0.8Ti1.67Li0.13Ni0.2O4). K2CO3 (0.04 mol (K+ = 0.08 mol), 5.53 g), rutile TiO2 (0.167 mol, 13.3 g), NiO (0.02 mol, 1.5 g) and Li2CO3 (0.0065 mol (Li+ = 0.013 mol), 0.48 g) were ground for 1 h and calcined at 900 °C for 1.5 h. The product after calcination was ground again for 1 h and calcined at 1000 °C for 20 h to yield layered titanate. The titanate was then protonated by treatment with 1 mol L−1 HCl (100 mL/g titanate) with daily replacement of the HCl solution for 3 days. Acid washing with hydrochloric acid exchanges interlayer K⁺ and Li⁺ for protons and removes surface undoped metals, as reported in previous literature. The resulting catalysis was washed with distilled water until neutral and dried under vacuum.
M1M'1-TiO2 nanosheets
M1M'1-TiO2 nanosheets (M1M'1 = Ni1Fe1, Ni1Co1, Ni1Mn1, Fe1Co1, Fe1Mn1, Co1Mn1) were synthesized following the procedure for M1-TiO2 nanosheets, using the general formula K0.8Ti(5.2−3(x+y))/3Li0.8/3MxNyO4 to determine the molar ratios of the metal oxides. With Ni1Fe1-TiO2 as an example, the doping ratio is x = 0.1 for Ni and y = 0.1 for Fe. According to the formula, we can calculate the molar ratios of different components (K0.8Ti1.53Li0.26Ni0.1Fe0.1O4). K2CO3 (0.04 mol (K+ = 0.08 mol), 5.53 g), rutile TiO2 (0.153 mol, 12.22 g), NiO (0.01 mol, 0.75 g), Fe2O3 (0.005 mol (Fe3+ = 0.01 mol), 0.8 g) and Li2CO3 (0.013 mol (Li+ = 0.026 mol), 0.96 g) were ground for 1 h and calcined at 900 °C for 1.5 h. The product after calcination was ground again for 1 h and calcined at 1000 °C for 20 h to yield layered titanate. The subsequent processing method is consistent with the preparation method of the M1-TiO2 catalyst.
Catalyst shaping process
A catalyst precursor was prepared by ball-milling 250 g of catalyst powder with 50 g of hydroxypropyl cellulose (HPC) binder in a jar mill for 10 h at 300 rpm. Water was added to the powder mixture in a kneader to achieve a water-to-powder mass ratio of 0.1. The water was introduced gradually over 10 min to ensure uniform distribution. Kneading was then continued to achieve a homogeneous paste. The resulting paste was extruded through a twin-screw extruder at a screw speed of 7−10 rpm to produce catalyst strips. The extruded strips were dried in an oven and subsequently calcined in a muffle furnace to obtain the final clover-shaped catalyst.
Material characterizations
The physicochemical properties of the catalysts were characterized using a variety of techniques.
X-ray diffraction (XRD)
Crystalline phases were identified by powder X-ray diffraction using a Rigaku D/Max-2500 diffractometer equipped with a Shimadzu detector and Cu Kα radiation (λ = 1.5418 Å). The operating conditions were 100 mA and 40 kV, with a scan range of 10–90° 2θ and a scan rate of 5.0°/min.
Transmission electron microscopy (TEM)
The morphology and microstructure of the catalysts were investigated using a JEOL 2100 F transmission electron microscope operating at an accelerating voltage of 200 kV. High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) images were acquired on a JEM-ARM300F microscope.
X-ray photoelectron spectroscopy (XPS)
Surface elemental composition and chemical states were analyzed by X-ray photoelectron spectroscopy (XPS) using an ESCALAB250XI spectrometer (Thermo Fisher Scientific).
X-ray absorption near-edge structure (XANES)
XANES measurements at the K-edge were performed at beamline 1W1B at the Beijing Synchrotron Radiation Facility (BSRF) in total electron yield (TEY) mode. The electron energy was 2.5 GeV with a beam current of 250 mA. Data processing, including energy calibration, background subtraction, and normalization, was carried out using the Athena software package. Extended X-ray absorption fine structure (EXAFS) analysis was performed using the Artemis module of IFEFFIT. The χ (k) data were Fourier transformed to R-space using a Hanning window (dk = 1.0 Å⁻1) over a k-range of 2–12 Å⁻1. Least-squares curve fitting was performed in R-space to obtain quantitative structural information.
Temperature-programmed desorption (TPD)
TPD of O2, C3H8, and C3H6 was performed using an AutoChemII 2920 chemisorption analyzer. Before each experiment, the sample was pretreated by heating to 300 °C at a rate of 10 °C/min under a He flow (30 mL/min) and held for 1 h to remove any adsorbed species. After cooling to 50 °C, the sample was exposed to a 10% O2/He mixture (30 mL/min) for 2 h for O2-TPD, or to pure C3H8 or C3H6 (30 mL/min) for 2 h for hydrocarbon TPD. Weakly adsorbed species were removed by purging with He (30 mL/min) for 1 h. Finally, the temperature was ramped to 800 °C at a rate of 10 °C/min under He flow, and the desorbed species were monitored using a thermal conductivity detector (TCD).
In-situ diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS)
In-situ DRIFTS measurements were conducted using a Bruker Tensor II spectrometer equipped with a mercury cadmium telluride (MCT) detector and CaF2 windows. Spectra were acquired in the range of 900–3800 cm⁻1 with a resolution of 4 cm⁻1 and an accumulation of 32 scans. A 100 mg sample of catalyst was loaded into the in-situ reaction cell and pretreated in pure Ar at 250 °C for 1 h (flow rate: 10 mL/min) to remove adsorbed species. After cooling to 50 °C, a background spectrum was collected under Ar flow. A reaction gas mixture of 10 vol% C3H8/Ar (10 mL/min) and 10 vol% O2/Ar (10 mL/min) was then introduced into the cell, and spectra were recorded. The cell was subsequently heated to the desired temperature over 30 min, and further spectra were acquired.
C3H6-desorption FT-IR experiments were performed using the same spectrometer. The catalyst was pretreated in pure Ar at 250 °C for 1 h (flow rate: 10 mL/min) and then cooled to room temperature. A background spectrum was collected. C3H6/Ar (10 vol% C3H6) was introduced into the cell at a flow rate of 10 mL/min for 1 h to ensure saturated adsorption of C3H6 on the catalyst surface. The gas flow was then switched to pure Ar (5 mL/min) to initiate the desorption process. IR spectra were recorded at 2 min intervals. Desorbed species were analyzed using a downstream quadrupole mass spectrometer, and the characteristic peaks for water (m/z = 18) and argon (m/z = 20) were integrated to quantify desorption products.
In-situ XANES measurements
In-situ X-ray absorption near-edge structure (XANES) measurements at the Ni and Fe K-edges were performed in transmission mode at beamline 1W1B of the Beijing Synchrotron Radiation Facility (BSRF). The catalyst sample was pressed into a self-supporting wafer and loaded into a reaction microdevice equipped with Be windows. The sample was heated to 200 °C under a high-purity He flow and held for 30 min. A reaction gas mixture of C3H8/He 10 vol% (10 mL/min) and 10 vol% O2/Ar (10 mL/min) was then introduced into the cell, and XANES spectra were collected. The cell was subsequently heated to the desired temperature over 30 min, and further XANES spectra were acquired. All XANES data were processed using the Athena software package.
In-situ XANES measurements at different atmospheres
The catalyst sample was heated to 520 °C under a high-purity He flow and held for 30 min before acquiring XANES spectra. A gas mixture of C3H8 (10 mL/min) was then introduced into the cell, and spectra were collected after 1 h. O2 (10 mL/min) was then added to the gas flow, and XANES spectra were acquired at 1 h intervals. Finally, the C3H8 flow was stopped, and after 30 min, the final XANES spectra were collected.
In-situ X-ray emission spectroscopy (XES) measurements at different atmospheres
In-situ XES measurements were performed using a von Hamos-geometry wavelength-dispersive X-ray spectrometer at the BL14W1-XANES beamline of the Shanghai Synchrotron Radiation Facility (SSRF). Ni Kβ2,5 and Fe Kβ2,5 emission lines were collected using Si (551) and Si (531) cylindrically bent crystal analyzers, respectively, with a radius of curvature of 25 cm. A Pilatus 100 K detector equipped with CMOS sensors was used to collect the dispersed fluorescence. Kohzu positioning stages were used for the precise alignment of the spectrometer components. The electron storage ring operated at 3.5 GeV with a beam current of 240 mA in top-up injection mode. The photon flux of the BL14W1-XANES beamline was 5 × 1012 phs s⁻1 at 10 keV, with a Si (111) double-crystal monochromator and a beam size of 100 × 200 μm2 (vertical × horizontal).
The catalyst sample was heated to 520 °C under a high-purity He flow and held for 30 min before acquiring XES spectra. A gas mixture of C3H8 (10 mL/min) and N2 (10 mL/min) was then introduced into the cell, and spectra were collected after 1 h. O2 (10 mL/min) was then added to the gas flow, and XES spectra were acquired at 1 h intervals. Finally, the C3H8 flow was stopped, and after 30 min, the final XES spectra were collected.
18O2 isotopic tracer studies
Isotopic tracer studies were conducted using 18O2 in a high-temperature reaction chamber. A 100 mg sample of catalyst was placed in the cell and pretreated in 10% 16O2/90% He at 773 K for 1 h. After purging with pure He for 10 min, the gas flow was switched to a mixture of 10% 18O2/He and 10% C3H8/He at a flow rate of 5 mL/min. The isotopic composition of the reactor effluent was monitored using an online mass spectrometer (Shimadzu QP2010Plus) at 6 s intervals.
Catalytic performance evaluation
The catalytic performance for oxidative dehydrogenation of propane (ODHP) was evaluated in a fixed-bed reactor (Torch Instrument Co., LTD) using a quartz tube reactor (outer diameter: 8 mm, inner diameter: 6 mm, length: 480 mm) at a pressure of 0.1 MPa. Mass flow controllers (BROOKS Instruments Co., Ltd.) were used to regulate the flow of feed gases. The catalyst was initially received in tablet form. The catalyst was sieved to 60 mesh and 150 mg was loaded into the reactor, positioning it within the isothermal zone of the furnace The reaction temperature was controlled using two thermocouples, one placed in the furnace and the other in the quartz tube near the catalyst bed, with a heating rate of 10 °C/min. The feed gas consisted of a C3H8/O2/N2 mixture with a volume ratio of 1:1:1, and the weight hourly space velocity (WHSV) was maintained at 8.8 h⁻1. The total gas flow used in the experiments was C3H8:O2:N2 = 12:12:12 (mL/min). The catalyst was tested without any pretreatment. The composition of the reactor effluent was analyzed online using a gas chromatograph (PANNA A91) equipped with a flame ionization detector (FID) and a thermal conductivity detector (TCD). A capillary column (Agilent, HP-AL/S, 25 m * 0.32 mm * 8 μm) with FID for hydrocarbons and TCD for inorganic gases (H2, N2, O2, CH4, CO, CO2) was used for chromatographic analysis. The TCD detector utilized a multi-column system consisting of 1-meter and 2 meter HaySep columns followed by a 3 meter 5 A molecular sieve column for the separation of H2, CO2, O2, N2, CH4, and CO. Propane conversion and product selectivity were calculated based on the corrected peak area normalization method.
Data Analysis
Propane and oxygen conversion were calculated using the following Eqs. (3–4):
where, \({F}_{{{{{\rm{C}}}}}_{3}{{{{\rm{H}}}}}_{8}}^{{in}}\) and \({F}_{{{{{\rm{C}}}}}_{3}{{{{\rm{H}}}}}_{8}}^{{out}}\) indicate the inlet and outlet flow rates of x (mL·min−1), respectively.
Selectivity of hydrocarbon products is calculated as follows:
Where i represents the hydrocarbon products in the effluent gas, ni is the number of carbon atoms of the component i, and Fi is the corresponding flow rate.
The carbon balance of products was determined from below:
Computational details
All theoretical calculations were performed using the Vienna Ab-Initio Simulation Package (VASP, version 5.4.4) based on the plane-wave pseudopotential density functional theory (DFT) methods. The projector-augmented wave (PAW) method was used to describe the electron-core interaction. The kinetic cut-off energy of the plane-wave basis set was 400 eV, and single gamma-point sampling was used for Brillouin zone integration. The total energy and forces convergence thresholds for the geometry optimization were set to 10–5 eV and 0.02 eV Å−1, respectively. The vacuum spacing of 18 Å was added to Ni1Fe1-TiO2 to avoid interactions between the layer plane along the z-direction in our manuscript. The TiO2 surface was modeled for all DFT calculations, we finally used a hexagonal unit cell with a = 15.012 Å, b = 15.012 Å, and c = 18.342 Å.
Data availability
All data generated during this study are included in this article and its Supplementary Information. Source data are provided with this paper.
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Acknowledgements
This work was supported by the Fundamental Research Funds for the Central Universities (2024JBZY007) and the Guangdong S&T Program (No. 2020B0101370001). We thank the beamlines BL14W1 and BL11B at Shanghai Synchrotron Radiation Facility (SSRF), beamlines 1W1B at Beijing Synchrotron Radiation Facility (BSRF), and the Beamlines MCD-A and MCD-B (Soochow Beamline for Energy Materials) at National Synchrotron Radiation Laboratory (NSRL), and Anhui Absorption Spectroscopy Analysis Instrument Co, Ltd. for XAFS measurements and analysis. We thank the staff members at BL01B beamline of the National Facility for Protein Science in Shanghai (NFPS), Shanghai Advanced Research Institute, Chinese Academy of Sciences, for providing technical support and assistance in data collection and analysis. The work carried out at Brookhaven National Laboratory was supported by the US Department of Energy, Office of Science, Office of Basic Energy Sciences, Chemical Sciences, Geosciences, and Biosciences (GSGB) Division, Catalysis Science Program under contract No. DE-SC0012704.
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Y.Y. and J.W. conceptualized the project under the supervision of S.D.S. and X.W.; Y.Y. synthesized catalysts, performed the performance tests, and analyzed experimental data with the help of F.L., W.L., F.Y. and G.J.; J.W. performed DFT simulation; L.Z. conducted the TEM characterization; B.M. carried out in situ XES and XANFS measurements and analyses with the assistance of W.Y.; Y.Y. wrote the paper. All authors discussed the results and commented on the paper.
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Yao, Y., Wang, J., Lu, F. et al. Suppressing COx in oxidative dehydrogenation of propane with dual-atom catalysts. Nat Commun 16, 4639 (2025). https://doi.org/10.1038/s41467-025-59376-z
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DOI: https://doi.org/10.1038/s41467-025-59376-z
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