
==== Front
Nat Commun
Nat Commun
Nature Communications
2041-1723
Nature Publishing Group UK London

39231994
51925
10.1038/s41467-024-51925-2
Article
Spatial segregation of catalytic sites within Pd doped H-ZSM-5 for fatty acid hydrodeoxygenation to alkanes
http://orcid.org/0000-0003-2822-3882
Ding Shengzhe 12
Fernandez Ainaga Dario Luis 3
Hu Min 1
Qiu Boya 1
Khalid Ushna 1
http://orcid.org/0000-0003-3391-8320
D’Agostino Carmine 14
http://orcid.org/0000-0001-7630-1895
Ou Xiaoxia 15
http://orcid.org/0000-0002-1453-5327
Spencer Ben 67
http://orcid.org/0000-0003-4772-1158
Zhong Xiangli 67
Peng Yani 1
http://orcid.org/0000-0001-9368-2538
Hondow Nicole 3
http://orcid.org/0000-0003-3249-0422
Theodoropoulos Constantinos 1
Jiao Yilai 8
http://orcid.org/0000-0002-3651-7314
Parlett Christopher M. A. christopher.parlett@manchester.ac.uk

191011
http://orcid.org/0000-0002-9039-6736
Fan Xiaolei xiaolei.fan@manchester.ac.uk

1512
1 https://ror.org/027m9bs27 grid.5379.8 0000 0001 2166 2407 Department of Chemical Engineering, The University of Manchester, Manchester, M13 9PL UK
2 grid.418531.a 0000 0004 1793 5814 Institute of Catalysis Science, Beijing Research Institute of Chemical Industry, Sinopec, Beijing, 100013 China
3 https://ror.org/024mrxd33 grid.9909.9 0000 0004 1936 8403 School of Chemical and Process Engineering, University of Leeds, Leeds, LS2 9JT UK
4 https://ror.org/01111rn36 grid.6292.f 0000 0004 1757 1758 Dipartimento di Ingegneria Civile, Chimica, Università di Bologna, 40131 Bologna, Italy
5 Nottingham Ningbo China Beacons of Excellence Research and Innovation Institute, Ningbo, 315100 China
6 grid.5379.8 0000000121662407 Henry Royce Institute, The University of Manchester, Manchester, M13 9PL UK
7 https://ror.org/027m9bs27 grid.5379.8 0000 0001 2166 2407 Department of Materials, The University of Manchester, Manchester, M13 9PL UK
8 https://ror.org/034t30j35 grid.9227.e 0000 0001 1957 3309 Shenyang National Laboratory for Materials Science, Chinese Academy of Sciences, Shenyang, 110016 China
9 https://ror.org/05etxs293 grid.18785.33 0000 0004 1764 0696 Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire, OX11 0DE UK
10 https://ror.org/027m9bs27 grid.5379.8 0000 0001 2166 2407 University of Manchester at Harwell, Harwell Science and Innovation Campus, Didcot, Oxfordshire, OX11 0DE UK
11 https://ror.org/03gq8fr08 grid.76978.37 0000 0001 2296 6998 UK Catalysis Hub, Rutherford Appleton Laboratory, Harwell, Oxfordshire, OX11 0FA UK
12 https://ror.org/00a2xv884 grid.13402.34 0000 0004 1759 700X Institute of Wenzhou, Zhejiang University, Wenzhou, 325006 China
4 9 2024
4 9 2024
2024
15 771814 9 2023
21 8 2024
© The Author(s) 2024
2024
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Spatial control over features within multifunctional catalysts can unlock efficient one-pot cascade reactions, which are themselves a pathway to aviation biofuels via hydrodeoxygenation. A synthesis strategy that encompasses spatial orthogonality, i.e., one in which different catalytic species are deposited exclusively within discrete locations of a support architecture, is one solution that permits control over potential interactions between different sites and the cascade process. Here, we report a Pd doped hierarchical zeolite, in which Pd nanoparticles are selectively deposited within the mesopores, while acidity is retained solely within the micropores of ZSM-5. This spatial segregation facilitates hydrodeoxygenation while suppressing undesirable decarboxylation and decarbonation, yielding significant enhancements in activity (30.6 vs 3.6 moldodecane molPd−1 h−1) and selectivity (C12:C11 5.2 vs 1.9) relative to a conventionally prepared counterpart (via wet impregnation). Herein, multifunctional material design can realise efficient fatty acid hydrodeoxygenation, thus advancing the field and inspiring future developments in rationalised catalyst design.

Hierarchical ZSM-5 boosts fatty acid hydrodeoxygenation by compartmentalization of catalytic sites. Separating acid sites within micropores and metal nanoparticles in mesopores provides control over the reaction and reduces unwanted side reactions.

Subject terms

Heterogeneous catalysis
Catalyst synthesis
Materials chemistry
https://doi.org/10.13039/501100000266 RCUK | Engineering and Physical Sciences Research Council (EPSRC) EP/R026939/1 EP/R027129/1 Parlett Christopher M. A. issue-copyright-statement© Springer Nature Limited 2024
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pmcIntroduction

Cascade reactions, particularly catalytic cascades, are powerful strategies for complex multistep chemical processes within pharmaceuticals1, agrochemicals2, and biorefining3,4. Such synthetic approaches can reduce the number of product isolation steps while also permitting alternative reaction pathways that may not otherwise be feasible, for example, where an unstable intermediate prevents its isolation5,6. This reduction in chemical separations increases the overall energy and atom efficiency, benefiting process economics7. One-pot catalytic cascades typically require coupling of at least two individual catalytic materials or combining two or more catalytic species on a single material, i.e. multifunctional materials8–11. The latter, in particular, is already showing great potential, including for reactions such as Fischer-Tropsch12,13, transesterification9,14 and xylose valorisation to γ-valerolactone15,16. These have necessitated the amalgamation of a range of different pairs of active sites, including metal and acid, acid and base, and Lewis and Brønsted acids. The combined sites either act alone, with one site for each distinct step of the cascade17, or synergistically to promote one step18 or the entire cascade19. Furfural upgrading to γ-valerolactone, is an example of the former, with transfer hydrogenation of the carbonyl group over Lewis acid sites and subsequent hydrolytic ring-opening over Brønsted acid sites20. Conversely, phenol hydroalkylation requires the interaction of metal and acid sites21,22. The rational design of multifunctional catalysts for cascade processes, therefore, requires attention regarding the reaction sequence and the mechanisms of each step. Furthermore, the order in which the distinct catalytic species are encountered within the cascade process is also critical if there is the potential for side reactions or unwanted interactions9. Thus, consideration of whether a random distribution of sites is acceptable or if the cascade dictates that careful engineering of the spatial location of different active sites (i.e. segregated) is needed is also imperative.

A core-shell structure has shown to be beneficial towards Fischer-Tropsch synthesis, with intermediate olefins (>C5), produced at a metallic core, further converted to aromatic species within the microporous zeolite shell. The micropores give rise to prolonged diffusion, which assists the final step of the process11,23. Alkane isomerisation and cracking can likewise be tuned from nanoscale active site separation either within a core-shell architecture or on a binder zeolite composite, with control over metal deposition sites of the latter based on the difference between isoelectric points of alumina and zeolites24,25. Spatially orthogonal catalysts based on a hierarchical porous network have also resulted from their nanoscale design, with the mesopores and macropores of a silica framework selectively functionalised with two different catalytic species to govern the catalytic reaction sequence9,26. However, basing the design on duel templated mesoporous macroporous silicas can require controlled selective extraction of the two different pore templating agents individually.

Biofuels, preferably from feedstocks that do not compete with food supplies, have the potential to, in part, address carbon emissions through the replacement of fossil fuels. The aviation sector is one critical sector where biofuels can play a key role, given the steady growth of global air traffic demand (~5% per year) and the lack of other fuel alternatives at appropriate technology maturity27,28. Hydrodeoxygenation (HDO) of fatty acids (and triglycerides) to alkanes, ideally under mild reaction conditions (<300 °C), provides one of the most promising economically viable solutions under investigation29,30. Much of the focus to date has encompassed the union of noble metal catalytic sites with strong acidity, the latter vital to driving the HDO process. For example, Pd/C and Pd/Al2O3 strongly favour decarboxylation/decarbonylation (DCOx), releasing CO2 and CO as by-products, when operating at high process temperatures (>300 °C)29. Pd/SiO2 and Pd/TiO2 are active for succinic acid HDO, although selectivity often favours (slightly) the cyclic γ-Butyrolactone, which can be envisaged as an intermediate of the diol, with Pd particle size a critical parameter31,32. Adding acidity to the catalytic system, either by employing alumina silicates or through grafting heteropolyacids, is beneficial, introducing a propensity for HDO while simultaneously promoting fatty acid conversion33–35. The reaction pathway, based on experimental and kinetic modelling of biomass-derived species, is considered a multistep cascade process. Carboxylic acids are sequentially reduced to the corresponding alcohol, via the aldehyde intermediate, over metal sites. Subsequent alcohol dehydration yields alkenes, which in turn can undergo facile hydrogenation to saturated hydrocarbons while retaining the original carbon chain length. The alcohol intermediate may also undergo direct hydrogenation to the alkane, attributed to the absence of alkene detection, although this may reflect the significant low activation energy of C=C hydrogenation, while the formation of esters, ethers and aldol condensation products are other potential side reactions36,37. These latter pathways provide a circular route via their conversion back into the constituent species. Decreased carbon chain length species result from decarboxylation and decarbonylation, with the intermediate aldehyde a potential candidate for the latter, for which Ni/ZSM-5 has shown high and tunable selectivity towards37,38. Overall, catalyst composition governs the propensity towards this array of different reactions (e.g. HDO, DCOx, coupling), with choice of metal, acidity (including that of the support) and mass transfer, either singularly or combined, controlling factors37,38. Bimetallic systems, specifically incorporating Lewis acid sites (e.g. MoOx, Nb2O5, ReOx) into Pd or Pt based catalysts, also show potential for HDO through switching off the DCOx pathway39,40. Nevertheless, in the case of Re, an optimal promoter, the synthesis condition can be critical due to the multi-oxidation state species reported to be responsible, the necessity for the two metals to be adjoined41, and the potential for Re leaching from the final catalyst42. Furthermore, Brønsted acidity may need to be added, achievable through a physical mixture with a zeolite, if alkane production is to be realised43, while low operating temperatures of the bimetallic system, typically less than 200 °C, can take a toll on activity.

Here, we report the development of a simple strategy to prepare multifunctional catalytic materials with spatially segregated metal and acidic sites based on industrially relevant zeolite materials. Hierarchical mesoporous-microporous ZSM-5 zeolite is deployed as both catalysts, given its inherent acidity, and catalyst support to host deposited metal sites. The combination of Brønsted acid sites and Pd has shown the capacity for HDO, but to date, not within spatially orthogonal systems. Active site location is governed by size exclusion effects, with acid sites selectively extracted from the mesopores and replaced with preformed Pd metal nanoparticles (NPs). The choice of a mono-metallic Pd species over a bimetallic system was to entrench a degree of simplicity within what is already a multistep synthesis, albeit one amenable to scale-up. The spatial segregation of these two distinct catalytic active species shows profound benefit for the one-pot cascade HDO of the lauric acid to C12 alkanes, a model reaction for catalytic HDO fatty acid upgrading to biofuel equivalents of diesel and kerosene. This design strategy represents a generic platform for multifunctional materials, including catalysts of industrial interest, in particular for producing those in which spatial separation of different chemical functionalities is desired.

Results and discussion

Controlling Pd site location within hierarchical ZSM-5

Hierarchical H+ form ZSM-5 (H-MZSM5) arises from the post-synthetic treatment of the parent zeolite (H-ZSM-5) with NaOH, evidenced by a characteristic Type IV isotherm, Barrett–Joyner–Halenda (BJH) pore size analysis, and electron microscopy, as shown in Fig. 1 and Supplementary Fig. 1. The formation of mesopores, with an average diameter of 8.6 nm (Fig. 1b), gives rise to a fivefold increase in mesopore volume, while a relative crystallinity of 80.6% and comparable micropore volume confirm preservation of micropore network (Supplementary Table 1 and Supplementary Fig. 1b). The presence of mesopores is subsequently exploited for the selective deposition of metal NPs solely within these domains through size exclusion, as illustrated in Fig. 1a. Pd NPs, possessing an average diameter of 4.6 ± 1.3 nm (Supplementary Fig. 2), are deposited exclusively outside of the micropores of the hierarchical architecture (PdNP/H-MZSM5). This spatial control is governed by the difference in pore diameter, 8.6 nm (meso) vs 0.54–0.56 nm (micro), thus, preformed Pd NPs can reside only at the external surface and/or within the mesopores of H-MZSM5. Furthermore, spatial separation of Pd and acid sites is realised with Brønsted acid sites (i.e. Al-O(H)-Si) principally located within the retained micropores. Conversely, conventional impregnation and thermal processing of a Pd salt (Pdimp/H-MZSM5) cannot achieve this active site spatial separation (Fig. 1).Fig. 1 Catalyst synthesis and physicochemical properties.

a Graphic illustration of catalyst synthesis. b Pore size distribution based on the BJH method with Faas correction using the adsorption branch of N2 physisorption isotherms. c Pd:Si molar ratio by X-ray photoelectron spectroscopy (XPS), hard X-ray photoelectron spectroscopy (HAXPES) and inductively coupled plasma optical emission spectroscopy (ICP). d TEM image of PdNP/H-MZSM5. e HAADF-STEM image of PdNP/H-MZSM5 (inset: Pd particle size distribution). f HAADF-STEM image of Pdimp/H-MZSM5 (inset: Pd particle size distribution). The error on the average particle sizes reported is the standard deviation of the dataset.

High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) of PdNP/H-MZSM5 and Pdimp/H-MZSM5 shows a distinct difference in the distribution and size of Pd within the porous support framework. The conventional preparation route, namely Pdimp/H-MZSM5, produces highly dispersed small Pd NPs (2.2 ± 0.6 nm) in conjunction with sub-1-nm Pd clusters, as shown in Fig. 1f and Supplementary Fig. 1. These species are randomly distributed throughout the three-dimensional hierarchical ZSM-5 skeleton, including within micropores, as confirmed by HAADF-STEM energy dispersive x-ray spectroscopy (EDX), consistent with previous investigations in which metal nanoparticles larger than the micropore diameter have been confirmed inside the zeolite framework44. Thus, such a synthesis approach endorses Pd integration within the micro and mesopores, i.e. uncontrollably across the entire hierarchical pore network and hence non-selectively45. The combination of Pd NPs and clusters results in a Pd dispersion of 26.5% (Supplementary Table 2). In contrast, PdNP/H-MZSM5 displays only Pd NPs, with an average diameter of 4.4 ± 0.6 nm (Fig. 1e), which are consistent with the parent unsupported NPs and naturally possess a lower dispersion (11.9%, Supplementary Table 2). Therefore, given their sizes and the size of the two distinct pore domains, and in conjunction with the imaging, Pd NPs reside selectively and exclusively in the mesopores and outer surface of the support matrix, as evidenced by Fig. 1d, e, for PdNP/H-MZSM5, whilst Pd is present in the micro and mesopores in Pdimp/H-MZSM5 (Fig. 1f). It is worth pointing out that incorporating Pd, via either route, does not lead to micropore blockage. Comparable micropore properties to the parent zeolite (Supplementary Table 1) provides evidence of the highly accessible hierarchical framework structure.

Further evidence of the difference in Pd distribution within the two catalysts is afforded through the combination of inductively coupled plasma (ICP) (Supplementary Table 2), X-ray photoelectron spectroscopy (XPS) and hard X-ray photoelectron spectroscopy (HAXPES) (Fig. 1c and Supplementary Fig. 3). Bulk elemental analysis (ICP) confirms comparable Pd:Si ratios, 0.0045 for 0.81 wt% PdNP/H-MZSM5 and 0.0057 for 1.02 wt% Pdimp/H-MZSM5, respectively. Due to the inherent sampling depths of XPS and HAXPES, ~9.6 nm for Al Kα vs ~36 nm for Ga Kα, for which 63% of the signal originates from the top 3.2 and 12 nm, respectively, they provide pseudo surface vs pseudo bulk analysis46, i.e. they probe depth-dependence of Pd species across the two catalysts. A significantly higher Pd concentration at the surface (external and within directly accessible mesopores) is identified by XPS for PdNP/H-MZSM-5, whilst HAXPES reveals an intermediate Pd:Si ratio of the three techniques. This trend completely flips for Pdimp/H-MZSM5, with comparable ratios for HAXPES and ICP and a significant drop for XPS, indicative of significant levels of Pd migration into the bulk of the zeolite skeleton during impregnation, a feat not observed of PdNP/H-MZSM5. Both catalytic materials consist of Pd metal, with only a trace amount of PdO detected in Pdimp/H-MZSM5, again reflecting the smaller NP size and, thus, increase in surface-to-bulk ratio and, therefore, greater surface PdO concentration47.

Three-dimensional tomography reconstructions of PdNP/H-MZSM5 and Pdimp/H-MZSM5, produced from tilt-series HAADF-STEM imaging, were established to study the distribution of Pd NPs through the two catalysts (Fig. 2 and Supplementary Videos 1–4) and further validate the distinct difference in Pd location between the two catalysts. Semi and non-transparent rendering of the zeolite framework, Fig. 2a–d, shows a degree of Pd located on the external surface within PdNP/H-MZSM5, whilst the same is not apparent in Pdimp/H-MZSM5. Consistent with our expected deposition locations within the two systems, Pd within Pdimp/H-MZSM5 is more uniformly distributed through the meso and micropores, while Pd in PdNP/H-MZSM5 is compartmentalised at external sites and within directly accessible mesopores. Cross-section slices through the reconstructions (Fig. 2e, f and Supplementary Fig. 4), taken from the centre of the zeolite particle, reinforce our deduction that Pd in PdNP/H-MZSM5 is located within mesopores close to the external surface of the zeolite crystal, whereas Pdimp/H-MZSM5 comprises Pd NPs within the interior region of the framework, with species present within the micropores and mesopores. For Pd residing within the micropores, the NPs can span multiple micropores or can induce the partial collapse of the localised framework. Thus, Pd NPs larger than a single micropore exists but are encapsulated within the micropore framework, i.e. accessible only via a micropore44. Identification of Pd in the same location in the cross-section slices above and below those in Fig. 2, as shown in Supplementary Fig. 4, verifies our identification of Pd within the tomogram and the corresponding slices.Fig. 2 STEM tomogram reconstructions.

a, c PdNP/H-MZSM5 and b, d Pdimp/H-MZSM5, with the Zeolite set as semi-transparent in (a, b) and non-transparent in (c, d). Cross-section slices from the centre of the catalyst are presented in e PdNP/H-MZSM5 and f Pdimp/H-MZSM5.

Mutually exclusive sites within hierarchical ZSM-5

Having developed a protocol to selectively deposit Pd NPs within mesopores of hierarchical ZSM-5, the attention can turn to the intrinsic Brønsted acid sites within ZSM-5. The aim to truly segregate the two different sites is complicated given the capacity for mesopores, in addition to micropores, to accommodate surface acid sites, both Brønsted and Lewis, the latter due to extra-framework aluminium species48. Therefore, removing such surface acidity within the mesopores is paramount to completely segregating two active species. The deployment of a bulky chelating agent, diethylenetriaminepentaacetic acid (DPTA), with a molecule diameter of ~0.9 nm (Supplementary Fig. 5) permits selective extraction of Al species (via complexation) from the mesopores/outer surface areas only49,50, as depicted in Fig. 3a. Post-DPTA treatment (H-MZSM5-DA) crystallinity and porosity of the zeolite framework are unaffected, as evidenced by XRD and N2 porosimetry (Supplementary Fig. 6 and Supplementary Table 1). Furthermore, this dealumination treatment restores Si:Al close to that of the parent ZSM-5, 34 (H-MZSM5-DA) and 40 (H-ZSM-5), an increase from 24 for H-MZSM5 (resulting from the initial desilication).Fig. 3 Investigation of acid site location in H-MZSM5 and H-MZSM5-DA.

a Schematic of H-MZSM5 dealumination. b Schematic of using 2,6-di-tert-butylpyridine (DTBPy), 3,5-dimethylbenzylamine (DBAM) and ethylenediamine (EDA) as probes to titrate acid sites. c ATR-IR spectra for the DTBPy-titrated H-MZSM5 and H-MZSM5-DA and their pure zeolite equivalents. d ATR-IR spectra for DBAM- and EDA-titrated H-MZSM5 and H-MZSM5-DA. e NMR relaxation T1/T2 ratios of n-octane and water in H-MZSM5 and H-MZSM5-DA and corresponding (T1/T2)n-octane/(T1/T2)water. The relative error on T1/T2 measurements is ~±5%.

Acid-base titration using 2,6-ditertbutylpyridine (DTBPy), 3,5-dimethylbenzylamine (DBAM in acetone), and ethylenediamine (EDA) enables either partial or total titrations of the acid sites within the hierarchical zeolite catalysts due to steric limitations for DTBPy and DBAM relative to EDA. The large molecular dimension of DTBPy, kinetic diameter of 1.05 nm51, limits its interaction to solely acid sites within the mesopores and on the external surface. Attenuated total reflection infrared (ATR-IR), shown in Fig. 3c, confirms DTBPy only adsorbs on H-MZSM5. The band at ~1530 cm−1 is attributed to the DTBPyH+ ion52 from the interaction of DTBPy with Brønsted acid sites53, thus validating the absence of acid sites at the external surface and within mesopores for the DPTA-treated zeolite (H-MZSM5-DA). In comparison, in addition to titrating external and mesopore-bound acid sites, DBAM, based on the pendant amine chain length, probes acid sites at a depth of up to ~0.3 nm into a micropore (Fig. 3b). CH stretching bands are observed in the region of 2800–3000 cm−1 by ATR-IR, shown in Fig. 3d, with the intensity of these bands for H-MZSM5-DA greatly reduced relative to the parent material. This reduced acid site density is consistent with the successful removal of the mesopore and external surface acidity, with DBAM adsorbed at acid sites within the micropores close to the mesopores and external surface, i.e. within the first zeolite cage from the mesopores or external surface. In contrast, EDA is unselectively adsorbed, titrating sites in the micropores, mesopores, and outer surfaces. CH stretch intensities reveal only a slight drop post-DPTA treatment (Fig. 3d), which again is consistent with the selective removal of sites from the mesopores and external surface only. Based on the combined results from the acid-base titrations, it can be concluded that DPTA treatment of H-MZSM-5 selectively extracts acidity from the mesopores and external surfaces only, with the characteristic micropore acidity of the zeolite, even in the micropores adjoining the mesopores and external zeolite surface, retained.

NH3-TPD (Supplementary Fig. 6c) further confirms the decrease in total acidity. Weak and strong acid peak intensity, evaluated by desorption below and above 300 °C, respectively, reveals H-MZSM5-DA possesses lower weak (0.219 vs 0.320 mmol g−1) and strong acidity (0.340 vs 0.396 mmol g−1), with the loss of weak site symptomatic of the removal of Al from outside the micropore framework. A side effect of removing acidity is the potential change in the hydrophobic-hydrophile nature of the material54, with NMR relaxation used to probe internal hydrophobicity/hydrophilicity55,56. As shown in Fig. 3e, Supplementary Fig. 7, and Supplementary Table 3, T1 and T2 NMR relaxation times of water and n-octane in H-MZSM5 and H-MZSM5-DA probed variations in hydrophobicity. After post-treatment with DPTA, the zeolite framework becomes more hydrophobic, confirmed by a 16% reduction of the T1/T2 of water, i.e. 1.5 vs 1.8. Conversely, the interaction with the organic non-polar hydrocarbon probe, n-octane, is enhanced, with a T1/T2 ratio of 15.4 for H-MZSM5-DA vs 10.6 for H-MZSM5. The subsequent ratio of the T1/T2 values of n-octane to water is indicative of the relative surface affinity towards hydrocarbons relative to water57,58. As shown in Fig. 3e, DPTA removal of Al increases hydrophobicity (and correspondingly the affinity for hydrocarbons), which has been shown to be beneficial for catalytic reactions in which water is the by-product through its displacement from the catalyst59–61. The interaction of a model substrate and intermediate, 1-nonanoic acid and 1-nonanol, respectively, with the zeolites (H-MZSM5 and H-MZSM5-DA) can be considered to arise from a combination of the non-polar hydrocarbon chain and polar functional group, i.e. an intermediate of the two initial probes (water and n-octane) rather than one dominating over the other (shown in Supplementary Fig. 8 and Supplementary Table 3). Dealumination results in an increase in interaction for both model substrate and intermediate, reflecting a significant affinity between the hydrocarbon chain and the increased hydrophobic mesopore surface rather than a decreased interaction due to the repulsion of the polar functional group.

Having successfully extracted acidity from the mesopores and external surface to produce H-MZSM5-DA, the selective deposition of Pd, via the route deployed for PdNP/H-MSM5, yields a spatially orthogonal system with true active site compartmentalisation, i.e. acid sites only in micropores and Pd solely in mesopores and on external surfaces (PdNP/H-MSM5-DA). Supplementary Fig. 9 and Supplementary Table 1 reveal its analogous nature to its parent zeolite (where applicable) and PdNP/H-MZSM-5, with equivalent porosity (surface areas, pore volumes and pore diameter), PdNP size (4.5 ± 0.9 nm from HAADF-STEM), and Pd:Si atomic ratios from surface, semi-bulk, and bulk analysis (0.0125 for XPS, 0.0118 for HAXPES, and 0.0048 for bulk analysis, to be compared with Fig. 1c) substantiating their comparable physicochemical nature. However, close inspection of the Pd 3d XPS reveals a subtle shift to lower binding energy. Given the identical Pd particle sizes for PdNP/H-MSM5 and PdNP/H-MSM5-DA, this shift in energy must arise from the interaction with the acid site and is not a result of size effects. This shift results from interactions between the mesopore-located acid sites (both Brønsted and Lewis) and the Pd NPs within PdNP/H-MZSM-5. The acidity imparts an δ+ charge on the Pd NPs, and hence a higher binding energy62,63. Thus, removing these acid sites eradicates this influence on the electronic nature of the deposited Pd NPs, i.e. further evidence of the absence of mesopore acid sites in PdNP/H-MSM5-DA. XPS of Pdimp/H-MZSM5 reveals a larger impact on Pd binding energy, attributed to the smaller PdNP size, here being both a particle size effect and a greater Pd-acid site interaction. PdNPsmall/H-MZSM5 (Supplementary Fig. 9), prepared using pre-reduced Pd NPs with a diameter of only 2.7 ± 0.5 nm, shows an identical degree of mesopore acid site influence.

Catalytic cascade HDO of Lauric acid to alkanes

We propose that the spatial segregation within the reported catalytic systems should be beneficial to a cascade hydrodeoxygenation that proceeds stepwise as follows: reduction (carboxylic acid to alcohol) in the mesopores over Pd, dehydration (alcohol to alkene) in the micropores over acid sites, and finally hydrogenation (alkene to alkane) over Pd in the mesopores, with the alkane product diffusing to the bulk reaction media, i.e. cascade intermediates are contained within the zeolite framework and subsequently consumed until the final product is generated. The stepwise cascade pathway is illustrated in Fig. 4, which is also observed for Ni/ZSM-5 and Mo/ZSM-2264,65. Observing cascade intermediate species is dependent on the catalyst configuration and species reactivity, e.g. carbonyl and alkene intermediates are often not observed due to rapid conversion36,37, i.e. they are consumed before they can accumulate in the bulk solution.Fig. 4 HDO cascade reaction pathway of lauric acid to dodecane.

a HDO of lauric acid monitored from dodecane yield over PdNP/H-MZSM5-DA, PdNP/H-MZSM5, Pdimp/H-MZSM5, PdNPsmall/H-MZSM5 and physical mixture of H-MZSM5 + PdNP/Na-MZSM5. Reaction conditions: 100 mg 1 wt% Pd-doped catalyst, 300 mg lauric acid, 0.1 cm3 of nonane as the internal standard, 40 cm3 of hexane as the solvent, at 200 °C, 30 bar and 1000 rpm for 6 h. b Dehydration of lauryl alcohol of H-MZSM5 and H-MZSM5-DA to evaluate the rate of intermediate conversion, with the inset showing the location of dehydration reactions within the zeolite. Error bars in (a, b) correspond to the standard deviation of the average taken over at least two independent measurements.

HDO of lauric acid (dodecanoic acid) evaluates the effectiveness of PdNP/H-MZSM-5 and PdNP/H-MZSM5-DA relative to Pdimp/H-MZSM5 and a physical mixture of monofunctional catalysts, H-MZSM5 (acid only) and PdNP/Na-MZSM5 (Pd only). The latter was prepared by applying the same synthesis strategy as PdNP/H-MZSM5 to the Na+ form equivalent zeolite, which possesses similar Pd properties (Supplementary Table 2 and Supplementary Fig. 10), albeit with a reduced Pd binding energy due to electron donation from the alkali metal66. Optimised reaction conditions are established on dodecane total yield (combination of n-dodecane, n-C12, and iso-dodecane, iso-C12), shown in Supplementary Table 4 and Supplementary Fig. 11. The process also yields undecane (C11), through undesirable DCOx, this being the main by-product detected (Supplementary Fig. 12), while trace amounts of lauryl laurate from the esterification reaction between the fatty alcohol and acid are also detected. The concentration of the latter does not increase significantly over the duration of the reaction, suggesting that its formation is a minor pathway. The impact of pressure shows at ≤20 bar, only selectivity is influenced whilst conversion is comparable, whereas increasing pressure to 30 bar drives up conversion while maintaining higher C12 selectivity. The impact of stirring rate shows no effect, as presented in Supplementary Fig. 11, ruling out bulk mass diffusion effects.

The synergy between the two sites, viz. metal and acid, is paramount to enabling HDO. Control experiments over one-site-only systems, i.e. H-MZSM-5 and PdNP/Na-MZSM5 (Table 1), reveal acidity alone is unable to convert the starting substrate. In comparison, the sole deployment of Pd via PdNP/Na-MZSM5 produces only the first intermediate product (1-dodecanol) at low levels, consistent with the initial reduction step of the cascade67. A physical mixture of these two materials does produce a C12 alkane yield (Fig. 4a), thus confirming the criticality of a union of metal and acid sites for the catalytic cascade HDO. While also demonstrating the power of coupling these two sites in driving the cascade reaction forward, i.e. consumption of the alcohol by the acid sites drives the equilibrium increasing acid reduction, hence higher lauric acid conversion relative to PdNP/Na-MZSM5. However, a physical mixture does not permit governance over the order in which the different catalytic active species are encountered and is thus far from optimal9,24–26. When this reaction parameter is controlled by deploying PdNP/H-MZSM5, it yields a significant enhancement, with dodecane yield increasing by ~20% and a sevenfold increase in production rate, a direct consequence of dictating the reaction sequence of the cascade. Decreasing PdNP size whilst retaining spatial compartmentalisation, i.e. PdNPsmall/H-MZSM5, does not reveal an anticipated kinetic enhancement from the increased Pd dispersion, i.e. faster lauric acid conversion from increased surface Pd sites. In fact, it results in reduced C12 selectivity. Thus, decreasing Pd particle size harms overall HDO performance. This correlation between HDO performance and PdNP size is further evident from the further reduced HDO performance of Pdimp/H-MZSM5, with a greater impact, at least partially, due to accessibility, i.e. Pd in micropore being less accessible. The drop in the capacity towards HDO, including lauric acid conversion, is in conjunction with an increase in C11 selectivity. The latter arising from the proximity, i.e. adjacent, of Pd and acid sites, with their interaction favouring decarboxylation over HDO68, and the decrease in Pd size69. Thus, decreasing Pd particles is detrimental to overall HDO performance, exacerbated by contiguous Pd and acid sites, i.e. when co-located within the micropores or mesopores of the zeolite framework. However, comparing HDO performance for materials with comparable average particle sizes, impregnation vs small Pd NPs, further highlights the benefit of spatial segregation on the HDO cascade process, with reduced C11 formation resulting from suppressing interaction between Pd and acid sites.Table 1 Lauric acid HDO performance over conventional prepared and spatial compartmentalised catalysts.a

Catalysts	Acid Conv., %	C12 Sel., %	C11 Sel., %	Productivity b (molC12 molPd−1 h−1)	TONc	
H-MZSM5	0	0	0	0	0	
PdNP/Na-MZSM5	2.2	27.3 (alcohol)	0 d	0.05 (alcohol)	29	
H-MZSM5 + PdNP/Na-MZSM5 e	20.6	28.1	2.1	1.7	278	
PdNP/H-MZSM5	51.0	51.8	9.9	11.9	689	
Pdimp/H-MZSM5	31.2	38.4	20.5	3.6	187	
PdNP/H-MZSM5-DA	94.1	64.9	12.6	30.6	1272	
Pdimp/H-MZSM5-DA	70.9	39.9	18.2	11.3	426	
PdNPsmall/H-MZSM5	50.9	40.4	14.9	9.9	688	
PdNPsmall/H-MZSM5-DAf	71.5	59.3	24.4	28.1	1205	
aReaction conditions: 100 mg 1 wt% Pd-doped catalyst, 300 mg lauric acid, 0.1 cm3 of nonane as the internal standard, 40 cm3 of hexane as the solvent, at 200 °C, 30 bar and 1000 rpm for 6 h.

bProduction rate was calculated based on the yield of n-C12 + iso-C12 in 2 h, as shown in Fig. 4a. The unit is moldodecane molPd−1 h−1, in which the quantity of Pd is based on Pd loading from ICP.

cTON calculated based on moles of lauric acid converted at 6 h by surface Pd.

dThe concentration of C11 is below the GC detection limit.

ePhysical mixture of 100 mg H-MZSM5 and 100 mg PdNP/Na-MZSM5.

f80 mg 1 wt% Pd-doped catalyst. The errors of conversion and selectivity are within ±3%, whereas yields and production rates are within ±5%.

While it is expected that compartmentalisation of Pd into the mesopores of PdNP/H-MZSM5 is likely beneficial for substrate diffusion, given the dimension of lauric acid (Supplementary Fig. 13), we acknowledge that a degree (albeit minor based on the NH3-TPD) of acid sites co-exist within the mesopores. This raises the question regarding which sites are responsible for the alcohol dehydration step, i.e. acid sites within mesopores or micropores. The dehydration of lauryl alcohol over H-MZSM5 and H-MZSM5-DA (acid only zeolites), as shown in Fig. 4b, reveals almost identical reaction rates (1.62 and 1.74 mmol h−1, respectively), confirming that Brønsted acid sites within the micropores of the zeolite framework drive dehydration. Thus, Pd and acid sites separated at the nanoscale operate individually for their respective steps within the cascade process but collaborate for overall optimal HDO performance. Furthermore, as shown in Fig. 4b and Supplementary Fig. 14, the rate of dehydration is significantly greater than that of lauric acid consumption (~0.3 mmol h−1) for PdNP/H-MZSM5. The initial reduction step of the acid to the alcohol is, therefore, slower than the subsequent alcohol dehydration step, which is further supported given that cascade intermediate species are not observed, i.e. intermediates are consumed rapidly within the pore architecture of the bifunctional catalysts as substrates for the subsequent step in the cascade before having time to diffuse into the bulk reaction media. Likewise, alkene hydrogenation is another facile step in the cascade and is thus consumed before building up in the reaction media36,37.

HDO activity further escalates with true active site compartmentalisation, with PdNP/H-MZSM5-DA showing the highest rate of dodecane production (30.6 moldodecane molPd−1 h−1), a 2.5-fold increase on PdNP/H-MZSM5, and C12 selectivity. Furthermore, the rate of lauric acid consumption increases by a comparable factor (~2). As previously observed in the non-dealumianted system, the incorporation of small Pd NPs (PdNPsmall/H-MZSM5-DA) with a greater number of surface sites is not conducive to improved activity relative to its larger NP equivalent (PdNP/H-MZSM5-DA). Likewise, it induces increasing C11 formation, although now solely due to reduced NP size69. That said, achieving true compartmentalisation once again is highly beneficial, as evident by the amplified activity and conversion relative to the impregnated and non-dealuminated equivalents (Pdimp/H-MZSM5-DA and PdNPsmall/H-MZSM5, respectively). While PdNPsmall/H-MZSM5 does give rise to a significant increase in performance relative to Pdimp/H-MZSM5, it does not reach the level of PdNP/H-MZSM5-DA or PdNPsmall/H-MZSM5-DA, confirming the benefit of spatial orthogonality of active species on catalytic HDO. The origin of the enhancement from spatial separation of the active species resulting from the removal of the mesopore acidity is attributed to the coeffect of; (i) the elimination of the undesirable interaction between acid sites and Pd NPs, and (ii) the increased mesopore hydrophobicity, which aids the expulsion of water (the by-product of acid reduction), driving the localised equilibrium forward increasing alcohol production. Furthermore, H2 dissociation on the PGM sites has been shown to be hindered by the presence of water70. Concurrently, increasing hydrophobicity within PdNP/H-MZSM5-DA does not negatively impact interaction with the fatty acid (discussed above) and, thus, would not negatively impact cascade process efficiency. The inherent benefit of active site spatial compartmentalisation within PdNP/H-MZSM5-DA is further evident from its capacity for HDO of other fatty acids, including palmitic (C16) and stearic (C18) (Supplementary Table 5).

Catalyst recycling studies show that PdNP/H-MZSM5-DA exhibits good recyclability (Supplementary Figs. 15, 16) without requiring reactivation between runs, whilst PdNP/H-MZSM5 shows reasonable recyclability (TON drop from 688 to 574 over three cycles). In contrast, PdNP/H-ZSM-5, comprising Pd NPs deposited on the external surface of micropore-only ZSM-5, exhibits poor catalyst recyclability, deactivating by ~90% over only two runs. HAADF-STEM imaging confirms Pd agglomeration is the root cause of this, which arises from the lack of mesopore confinement of the Pd NPs. Thus, the catalyst configuration possessed by PdNP/H-MZSM5 and PdNP/H-MZSM5-DA bestows yet another highly beneficial asset on our catalytic materials. Moreover, the formation of coke, another common deactivation pathway in zeolite catalysis, can also be ruled out. Thermogravimetric analysis of PdNP/H-MZSM5-DA (Supplementary Fig. 17) shows mass losses only below 300 °C, which we attributed to arise from the desorption of adsorbed substrate (dodecanoic acid b.p. 299 °C), intermediates (dodecanal b.p. 242 °C, dodecanol b.p. 259 °C, and dodecene b.p. 213 °C), and product (dodecane b.p. 216 °C), whereas combustion of coke species requires temperatures ≥500 °C. So, while species are adsorbed, which accounts for some of the mass balance of the process (the remaining missing mass may reflect low solubility and precipitation of the substrate during sampling), it is reasonable to assume they remain as species that partake in the cascade process. This varies from studies into unsaturated triglycerides where coking and oligomerisation are apparent due to reactivity from unsaturation in the initial substrate71.

To further explore this approach and evaluate the impact of intrinsic zeolite acidity, the optimal synthetic route was applied to ZSM-5 with Si:Al ratios of 25 and 15. Increasing the inherent acidity of the catalytic system shows little effect on overall conversion (Supplementary Table 6), note the higher substrate concentration and lower metal loading, with only a decrease observed at the lowest Si:Al ratio. In contrast, selectivity towards HDO is compromised by the increasing acidity, which negatively impacts C12 alkane productivity. Furthermore, switching to other zeolite frameworks, namely USY and Beta, further demonstrates the generic nature of the approach for catalyst synthesis. While resulting in superior acid conversion, it is at the expense of C12 alkane selectivity.

In conclusion, the successfully developed a hierarchical ZSM-5 catalyst involving spatial compartmentalisation of Pd (mesopores) and acid (micropores) sites, and its influence over the one-pot HDO of lauric acid to dodecane has been demonstrated. Compared with conventional catalyst production, via impregnating with Pd salts, Pd within the spatially separated catalysts resides within mesopores and on the outer surfaces, as evidenced by electron tomography. This facilitates greater accessibility for the initial acid reduction step of the cascade, whereas the dehydration of lauric acid, the second step in the cascade, is shown to occur over acid sites within the micropores of hierarchical ZSM-5, potentially within micropores bordering mesopores. Furthermore, the segregation of Pd and acid sites impedes undesirable side reactions, i.e. decarboxylation and decarbonylation, while the elimination of mesopore acidity, tunes the hydrophobicity of the mesopores and interactions between Pd and acid sites, which further accelerates overall HDO performance. Moreover, this approach prohibits Pd blocking/binding to the acid sites, another undesirable aspect of producing such bifunctional materials. However, we do point out that here, within our Pdimp/H-MZSM5, the acid site of the parent zeolite significantly outweighs the amount of Pd impregnated, and thus, the resulting surface Pd atoms could, in theory, only block a maximum of 3.5% of the acid sites present, i.e. the impact of such an effect can be considered inconsequential.

The benefit of employing a spatially orthogonal catalyst, through active site compartmentalisation, for lauric acid HDO is further evident when it is benchmarked against the current state-of-the-art HDO catalysts (Supplementary Table 7), in which Pd is deployed either as an active species, promotor or stabiliser. Compared with mono-metallic Pd systems29, the higher selectivity of the catalyst reported here drives greater HDO performance, as while higher reaction temperatures deployed in the literature enhance conversion, this is at the expense of favouring DCOx over HDO. Furthermore, the benefit of spatial orthogonality within PdNP/H-MZSM5-DA is further evident from its superior performance to Pd supported randomly on acidic alumina silicates (Pd/Al-SBA-15, Pd@Al-SiO2)29,33, and zeotype materials (Pd/SAPO-31)29, which again is due to superior selectivity. However, relative to acidity co-deposited on silicas (Pd-Nb2O5/SiO2 and Pd/HPA-SiO2)34,72 and bimetallic systems (Pd/CuZnAl + ZSM-5 and Pd-Re/C + zeolite A)40,43 it is the greater mol normalised activity of PdNP/H-MZSM5-DA that gives rise to greater HDO productivity. Comparisons are also made with Pt-based systems, with either comparable (Pt/Nb2O5) or superior (Pt/ZSM-5, Pt/TiO2, Pt-Re/TiO2) alkane productivities observed. Therefore, it is a combination of activity and selectivity that results in the optimal HDO performance of PdNP/H-MZSM5-DA, which equals or outperforms the current literature demonstrating the advantage of nanoscale active species segregation in catalytic cascade HDO processes. Thus, this study should inspire future HDO catalyst development while also highlighting the potential of spatial separation of active species within multifunctional materials for one-pot cascade reactions, i.e. catalysts that can facilitate the combination of multiple steps of a chemical production process within a single reactor. Furthermore, it demonstrates a generic synthesis approach for the production of bifunctional materials, in which different functionalities are compartmentalised within two distinct regions.

Methods

Chemicals and materials

ZSM-5 zeolite Si:Al 40 (Zeolyst International as ammonia form, CBV 8014), ZSM-5 zeolites Si:Al 15 and 25 (Fisher Scientific), sodium hydroxide (NaOH, ACROS Organics, ≥99%), ammonium nitrate (NH4NO3, ACROS Organics, ≥98%), diethylenetriaminepentaacetic acid (DPTA, Sigma Aldrich, ≥99%), tetraaminepalladium(II) nitrate solution (Pd(NH3)4(NO3)2, Sigma Aldrich, 10 wt.%), ethylene glycol (EG, Fisher Scientific, ≥99%), poly(vinyl pyrrolidone) (PVP, Sigma Aldrich, Mw = ~55,000), sodium tetrachloropalladate(II) (Na2PdCl4, Sigma Aldrich, ≥98%), 2,6-di-tert-butylpyridine (DTBPy, Sigma Aldrich, ≥97%), 3,5-dimethylbenzylamine (DBAM, Sigma Aldrich, ≥98%), ethylenediamine (EDA, Fluorochem, 99.0%), hexane (CH3(CH2)4CH3, Sigma Aldrich, ≥95%), nonane (CH3(CH2)7CH3, Sigma Aldrich, ≥99%), lauric acid (CH3(CH2)10COOH, Sigma Aldrich, ≥98%), and lauryl alcohol (CH3(CH2)11OH, Sigma Aldrich, ≥98%). All chemicals were used as received.

Preparation of catalysts

Hierarchical ZSM-5 was prepared by alkaline desilication as reported by ref. 73. ZSM-5 Si:Al 40 was calcinated at 550 °C for 5 h (ramp rate 5 °C min−1) to convert to the H-form (denoted H-ZSM-5). H-ZSM-5 (6 g) was vigorously stirred in aq. NaOH (0.2 M, 180 cm3) at 65 °C for 0.5 h and then washed with deionised water to neutral pH. Ion exchange was carried out using aq. NH4NO3 (0.1 M, 180 cm3) at 80 °C for 3 h in triplicate. The solid was isolated by centrifugation (relative centrifugal force 3000 G, 10 min), dried at 100 °C for 6 h, and calcined in air at 550 °C for 5 h (ramp rate 5 °C min–1) to generate the H-form hierarchical ZSM-5 (denoted H-MZSM5). Na+-form hierarchical ZSM-5 (sample denoted Na-MZSM5) was prepared as above, with the ion exchange step omitted.

Mesopore and external surface acid sites were removed from H-MZSM5 by microwave-assisted chelation50. H-MZSM5 (1 g) was dispersed in aq. DPTA (0.16 M, 15 cm3) by stirring at room temperature (20 °C). The solution was heated to 100 °C (ramp rate 25 °C min–1) and treated isothermally for 0.25 h within an Anton Paar Monowave 400 microwave reactor, followed by washing, drying and calcination at 550 °C for 5 h (ramp rate 5 °C min–1) to give the sample H-MZSM5-DA.

Near monodisperse Pd NPs of ~4.5 nm were prepared using a procedure reported by ref. 74. PVP (450 mg) was dissolved in EG (20 cm3) at 160 °C. A second solution containing Na2PdCl4 (155 mg) dissolved in EG (10 cm3) at 60 °C was added to the PVP-EG solution at 160 °C under stirring. After 3 h, acetone (60 cm3) was charged into the solution to precipitate Pd NPs. The solid was separated by centrifugation and washed with water and acetone (1:3, v/v) mixture in triplicate. Pd NPs were dispersed in water (30 cm3) to yield a colloidal solution. Pd NPs of ~2.5 nm were prepared using an increased mass of PVP (1550 mg).

Deposition of Pd NPs on H-MZSM5 was conducted by NP impregnation. ~4.5 nm PdNP colloid (6 cm3) was mixed with H-MZM5 (1 g) to give a nominal 1 wt% Pd loading. The slurry was stirred at 20 °C for 18 h, then heated to 50 °C to isolate a solid. The solid was calcined at 400 °C for 2 h (ramp rate 1 °C min−1) and reduced at 200 °C under H2 for 2 h (ramp rate 5 °C min−1, H2 100%, flow rate 100 cm3 min−1) to yield PdNP/H-MZSM5. An identical approach was deployed for the following supports: H-ZSM-5, Na-ZSM-5, and H-MZSM5-DA, to produce catalysts denoted as PdNP/H-ZSM-5, PdNP/Na-ZSM-5, and PdNP/H-MZSM5-DA, respectively. PdNPsmall/H-MZSM5 and PdNPsmall/H-MZSM5-DA were prepared as above but using the ~2.5 nm PdNP colloid.

Control catalysts were prepared via conventional wet impregnation of a Pd salt. H-MZSM5 (or H-MZSM5-DA) (1 g) was suspended in an aq. Pd(NH3)4(NO3)2 (3 cm3) solution with Pd concentration adjusted for a nominal 1 wt% Pd loading. The slurry was stirred at 20 °C for 18 h, then heated to 50 °C to isolate a solid. The solid was calcined at 500 °C for 2 h (ramp rate 1 °C min−1) and reduced under H2 at 400 °C for 2 h (ramp rate 5 °C min−1, H2 100%, flow rate 100 cm3 min−1). The obtained catalyst is denoted Pdimp/H-MZSM5 (Pdimp/H-MZSM5-DA).

Characterisation of materials

Powder X-ray diffraction (XRD) was conducted on a Philips X’Pert-PRO theta-theta PW3050/60 diffractometer with a PW3064 sample spinner and X’Celerator 1-D detector (2.122° active length) in Bragg-Brentano geometry using a copper line focused X-ray tube with Ni Kβ absorber (0.02 mm; Kβ = 1.392250 Å) Kα radiation (Kα1 = 1.540598 Å, Kα2 = 1.544426 Å, Kα ratio 0.5, Kαave = 1.541874 Å). Diffraction patterns were collected from 5 to 75 ° 2 theta at 0.0334 ° step and 1.7 s step−1. The relative crystallinity of the zeolite materials was determined by a standard integrated peak area method using 22.5–25.0° 2 theta (Eq. S1)75.

Nitrogen adsorption/desorption isotherms were measured on a Micromeritics ASAP 2020 porosimeter. The materials were degassed under vacuum at 350 °C for 12 h before nitrogen adsorption at −196 °C. Brunauer–Emmett–Teller (BET) surface areas (SBET) were calculated over the relative pressure range of 0.03–0.30, the specific micropore surface area (Smicro) and volume (Vmicro) were calculated over the relative pressure range of 0.3–0.5 using the t-plot method. Pore size distribution was calculated by the Barrett–Joyner-Halenda (BJH) method with Faas correction using the adsorption branch of the isotherms.

Ammonia temperature-programmed desorption (NH3-TPD) was conducted on a Quantachrome ChemBET 3000 system. Catalysts (~50 mg) were pre-treated at 550 °C (ramp rate 5 °C min−1) for 1 h under He. The sample was cooled to 100 °C and exposed to a NH3/He (1:9 vol/vol, 30 cm3 min−1) gas mix for 1.5 h, followed by He purge (60 cm3 min−1) for 2 h to remove physisorbed NH3. NH3-TPD was performed from 100 to 600 °C (ramp rate 10 °C min−1) under He (30 cm3 min−1), with desorbed NH3 monitored by thermal conductivity. CO pulse chemisorption was performed using a Quantachrome ChemBET 3000 system. Samples were degassed at 150 °C for 1 h under He (20 cm3 min−1) before reduction at 100 °C for 1 h under pure H2 (20 cm3 min−1). A milder reduction condition was used to avoid additional particle sintering. CO chemisorption was conducted at RT, with dispersion measurements evaluated based on CO Pd stoichiometry of 1 to 247.

X-ray photoelectron spectroscopy (XPS) was performed using a Kratos Axis Ultra Hybrid spectrometer with monochromated Al Kα radiation (1486.6 eV, 10 mA emission at 150 W, spot size 300 × 700 μm) at a base vacuum pressure of ~5 × 10−9 mbar. Charge neutralisation was achieved using a low-energy electron flood gun. Pass energies of 80 and 20 eV were used for the survey and high-resolution scans. The total energy resolution of high-resolution scans was 0.5 eV, which is limited by the width of the emission line from the sample, the analyser, and a Gaussian and Lorentzian contribution to the lineshape. Hard X-ray photoelectron spectroscopy (HAXPES) was performed on a Scienta Omicron GmbH HAXPES-Lab using monochromated Ga Kα X-ray radiation (9252 eV, 3.57 mA emission at 250 W, micro-focussed to 50 μm) and an EW-4000 high voltage electron energy analyser76,77. Measurements were made at a base vacuum pressure of ~5 × 10−10 mbar, with an entrance slit width of 0.8 mm. Pass energies of 500 and 200 eV were used for the survey and core level spectra, respectively, with total energy resolutions of 1.2 and 0.6 eV. Charge neutralisation was achieved using a PreVac FS40A low-energy electron flood source. In all tests, binding energy scale calibration was performed using Si 2p photoelectron peak at 103.4 eV. Analysis and curve fitting was performed using CasaXPS, with a Shirley background and an asymmetric lineshape of LA(1.9,7,2) for Pd(0) and a symmetrical line of LA(1.53,243) for all other components78.

Transmission electron microscopy (TEM) was conducted with an FEI Tecnai F30 FEG-AEM TEM operating at 300 kV. High-angle annular dark-field scanning transmission electron microscopy (HAADF-STEM) images were recorded on an FEI Titan3 Themis G2 operated at an accelerating voltage of 300 kV, equipped with a Schottky field-emission gun (X-FEG) operating at an extraction voltage of 4.5 kV, a monochromator (energy spread ~0.25 eV) and an FEI Super-X 4-detector EDX system. The HAADF-STEM tilt series were performed using the FEI STEM Tomography set-up with images collected at 5° intervals over a ±70° range. The tilt series images were aligned and reconstructed in Inspect 3D (version 9.5.0) using the simultaneous iteration reconstruction technique (SIRT). The reconstructed model was then visualised using Imaris to obtain the cross-section images and generate three-dimensional surfaces to aid in visualising the position of the nanoparticles.

Attenuated total internal reflection infrared spectroscopy (ATR-IR) was conducted on a Bruker Vertex 70 spectrometer with a deuterated triglycine sulfate detector and platinum ATR accessory. Samples were measured at room temperature under air. Spectra of adsorbed amine probe molecules (DTBPy, DBAM, and EDA) are an average of 64 scans with a resolution of 4 cm−1, with air recorded as a background.

Nuclear magnetic resonance (NMR) relaxation measurements were carried out in a Magritek SpinSolve benchtop NMR spectrometer operating at a 1H frequency of 43 MHz. T1 relaxation experiments were performed using an inversion recovery pulse sequence79, acquiring 16 experimental points for each experiment with time delay values between 1 ms and 1000 ms, 16–64 scans and a repetition time of 1000 ms. T2 relaxation experiments were performed with the CPMG (Carr Purcell Meiboom Gill) pulse sequence80, with an echo time of 250 μs, using 16 steps with a number of echoes per step varying in the range 30–70, 64–128 scans and a repetition time of 1000 ms. Samples were prepared by soaking the solid in the relevant probe liquid for 48 h. Excess external liquid was removed by placing the solid on pre-soaked filter paper. The solids were placed in 5 mm NMR glass tubes, and measurements were made at 20 °C ± 0.5 °C under atmospheric pressure.

Thermogravimetric analysis (TGA) was conducted on a TA Instruments TGA 550. TGA analysis was conducted under flowing air (40 cm3 ml−1) from room temperature to 800 °C (ramp rate 10 °C min−1).

Catalytic testing

Catalyst (~0.1 g) was charged into hexane (20 cm3) in a 100 cm3 Parr 4598 autoclave reactor and reduced under H2 (30 bar) at 200 °C for 2 h with stirring (at 1000 RPM). After reduction, the reactor was purged to 5 bar and depressurised five times before the addition of lauric acid (0.3 g) in hexane (20 cm3) and nonane (0.1 cm3) as an internal standard. The system was pressurised with H2 and heated to the desired reaction temperature. Once at temperature, reactions were initiated by agitation, with aliquots (<1 cm3) extracted for reaction profiling, with analysis by gas chromatography. It is important to note that due to the potential for precipitation of the fatty acid substrate at room temperature, sampling should be conducted at the reaction temperature, and the sampling system should be flushed prior to sample collection to avoid carryover. Loss of the substrate during sampling will impact solely on the conversion reported. There are no issues with regard to product solubility. The dehydration of lauryl alcohol was conducted under identical conditions, with the omission of the pre-treatment. For catalyst recycle studies, additional lauric acid (0.3 g), hexane (3 cm3) and nonane (0.015 cm3) were added into the reactor without discharging the previous reaction media81. The system was returned to reaction conditions to commence the subsequent catalytic cycle.

Supplementary information

Supplementary Information

Peer Review File

Description of Additional Supplementary Information

Supplementary Movie 1

Supplementary Movie 2

Supplementary Movie 3

Supplementary Movie 4

Supplementary information

The online version contains supplementary material available at 10.1038/s41467-024-51925-2.

Acknowledgements

This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 872102. M.H. thanks the China Scholarship Council (CSC, file no. 201806340224) for supporting her research. B.Q. thanks to the China Scholarship Council (CSC, file no. 202006240076) and the University of Manchester for the joint PhD studentship to support her research. X.O. thanks the Zhejiang Provincial Natural Science Foundation for funding (LQ23B060005). U.K. thanks the Punjab Educational Endowment Fund (PEEF). B.S. thanks the EPSRC grants EP/R00661X/1, EP/P025021/1, and EP/P025498/1. X.F. and Y.J. acknowledge the Key Project on Intergovernmental International Science, Technology and Innovation (STI) Cooperation/STI Cooperation with Hong Kong, Macao and Taiwan of China’s National Key R&D Programme (2019YFE0123200) and the National Natural Science Foundation of China (No. 22378407) for supporting the collaboration. C.M.A.P. thanks the UK Catalysis Hub for the resources and support provided via our membership of the UK Catalysis Hub Consortium and funded by EPSRC grants EP/R026939/1 and EP/R027129/1. The authors thank the EPSRC grant EP/S021531/1 for TEM analysis at The University of Manchester. C.D. and X.F. also acknowledge the EPSRC (grant no. EP/V026089/1) for supporting the research.

Author contributions

C.M.A.P. and X.F. conceived the work. C.M.A.P., X.F. and S.D. planned the experiments. S.D. synthesised materials under guidance from X.F. and C.M.A.P. S.D., Y.P. and U.K. performed catalytic testing. S.D., D.L.F.A., M.H., B.Q., X.O., B.S., C.D., X.Z., Y.J. and N.H. undertook materials characterisation. S.D., C.D., N.H., B.S., X.F., C.T., U.K. and C.M.A.P. analysed the data. S.D., X.F. and C.M.A.P. wrote the manuscript, with contributions from all other co-authors.

Peer review

Peer review information

Nature Communications thanks Kang Cheng, Tejas Goculdas, and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. A peer review file is available.

Data availability

Raw data that further supports and underpins the manuscript can be found in the supplementary information, with all raw data available via the online digital repository Figshare 10.48420/22722229 or from the corresponding authors upon reasonable request.

Competing interests

The authors declare no competing interests.

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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References

1. Li Y Applications and perspectives of cascade reactions in bacterial infection control Front. Chem. 2019 7 861 10.3389/fchem.2019.00861 31970146
Li, Y. et al. Applications and perspectives of cascade reactions in bacterial infection control. Front. Chem. 7, 861 (2019).31970146 10.3389/fchem.2019.00861
2. Grondal C Jeanty M Enders D Organocatalytic cascade reactions as a new tool in total synthesis Nat. Chem. 2010 2 167 178 10.1038/nchem.539 21124474
Grondal, C., Jeanty, M. & Enders, D. Organocatalytic cascade reactions as a new tool in total synthesis. Nat. Chem. 2, 167–178 (2010).21124474 10.1038/nchem.539
3. Pritchard J Filonenko GA van Putten R Hensen EJ Pidko EA Heterogeneous and homogeneous catalysis for the hydrogenation of carboxylic acid derivatives: history, advances and future directions Chem. Soc. Rev. 2015 44 3808 3833 10.1039/C5CS00038F 25941799
Pritchard, J., Filonenko, G. A., van Putten, R., Hensen, E. J. & Pidko, E. A. Heterogeneous and homogeneous catalysis for the hydrogenation of carboxylic acid derivatives: history, advances and future directions. Chem. Soc. Rev. 44, 3808–3833 (2015).25941799 10.1039/C5CS00038F
4. Robinson AM Hensley JE Medlin JW Bifunctional catalysts for upgrading of biomass-derived oxygenates: a review ACS Catal. 2016 6 5026 5043 10.1021/acscatal.6b00923
Robinson, A. M., Hensley, J. E. & Medlin, J. W. Bifunctional catalysts for upgrading of biomass-derived oxygenates: a review. ACS Catal. 6, 5026–5043 (2016).10.1021/acscatal.6b00923
5. Enders D Huttl MRM Grondal C Raabe G Control of four stereocentres in a triple cascade organocatalytic reaction Nature 2006 441 861 863 10.1038/nature04820 16778886
Enders, D., Huttl, M. R. M., Grondal, C. & Raabe, G. Control of four stereocentres in a triple cascade organocatalytic reaction. Nature 441, 861–863 (2006).16778886 10.1038/nature04820
6. Climent MJ Corma A Iborra S Sabater MJ Heterogeneous catalysis for tandem reactions ACS Catal. 2014 4 870 891 10.1021/cs401052k
Climent, M. J., Corma, A., Iborra, S. & Sabater, M. J. Heterogeneous catalysis for tandem reactions. ACS Catal. 4, 870–891 (2014).10.1021/cs401052k
7. Climent MJ Corma A Iborra S Heterogeneous catalysts for the one-pot synthesis of chemicals and fine chemicals Chem. Rev. 2011 111 1072 1133 10.1021/cr1002084 21105733
Climent, M. J., Corma, A. & Iborra, S. Heterogeneous catalysts for the one-pot synthesis of chemicals and fine chemicals. Chem. Rev. 111, 1072–1133 (2011).21105733 10.1021/cr1002084
8. Wei J Directly converting CO2 into a gasoline fuel Nat. Commun. 2017 8 1 9 28232747
Wei, J. et al. Directly converting CO2 into a gasoline fuel. Nat. Commun. 8, 1–9 (2017).28232747
9. Isaacs MA A spatially orthogonal hierarchically porous acid–base catalyst for cascade and antagonistic reactions Nat. Catal. 2020 3 921 931 10.1038/s41929-020-00526-5
Isaacs, M. A. et al. A spatially orthogonal hierarchically porous acid–base catalyst for cascade and antagonistic reactions. Nat. Catal. 3, 921–931 (2020).10.1038/s41929-020-00526-5
10. Yamada Y Nanocrystal bilayer for tandem catalysis Nat. Chem. 2011 3 372 376 10.1038/nchem.1018 21505495
Yamada, Y. et al. Nanocrystal bilayer for tandem catalysis. Nat. Chem. 3, 372–376 (2011).21505495 10.1038/nchem.1018
11. Xu Y Yolk@Shell FeMn@Hollow HZSM-5 nanoreactor for directly converting syngas to aromatics ACS Catal. 2021 11 4476 4485 10.1021/acscatal.0c05658
Xu, Y. et al. Yolk@Shell FeMn@Hollow HZSM-5 nanoreactor for directly converting syngas to aromatics. ACS Catal. 11, 4476–4485 (2021).10.1021/acscatal.0c05658
12. Gao P Direct conversion of CO2 into liquid fuels with high selectivity over a bifunctional catalyst Nat. Chem. 2017 9 1019 1024 10.1038/nchem.2794 28937667
Gao, P. et al. Direct conversion of CO2 into liquid fuels with high selectivity over a bifunctional catalyst. Nat. Chem. 9, 1019–1024 (2017).28937667 10.1038/nchem.2794
13. Jiao F Selective conversion of syngas to light olefins Science 2016 351 1065 1068 10.1126/science.aaf1835 26941314
Jiao, F. et al. Selective conversion of syngas to light olefins. Science 351, 1065–1068 (2016).26941314 10.1126/science.aaf1835
14. Guo H Fabricating different coordination states of cobalt as magnetic acid-base bifunctional catalyst for biodiesel production from microalgal lipid Fuel 2022 322 124172 10.1016/j.fuel.2022.124172
Guo, H. et al. Fabricating different coordination states of cobalt as magnetic acid-base bifunctional catalyst for biodiesel production from microalgal lipid. Fuel 322, 124172 (2022).10.1016/j.fuel.2022.124172
15. Li X Catalytic production of γ-valerolactone from xylose over delaminated Zr-Al-SCM-1 zeolite via a cascade process J. Catal. 2020 392 175 185 10.1016/j.jcat.2020.10.004
Li, X. et al. Catalytic production of γ-valerolactone from xylose over delaminated Zr-Al-SCM-1 zeolite via a cascade process. J. Catal. 392, 175–185 (2020).10.1016/j.jcat.2020.10.004
16. Song S Meso-Zr-Al-beta zeolite as a robust catalyst for cascade reactions in biomass valorization Appl. Catal. B Environ. 2017 205 393 403 10.1016/j.apcatb.2016.12.056
Song, S. et al. Meso-Zr-Al-beta zeolite as a robust catalyst for cascade reactions in biomass valorization. Appl. Catal. B Environ. 205, 393–403 (2017).10.1016/j.apcatb.2016.12.056
17. Bui L Luo H Gunther WR Román‐Leshkov Y Domino reaction catalyzed by zeolites with Brønsted and Lewis acid sites for the production of γ‐valerolactone from furfural Angew. Chem. Int. Ed. 2013 125 8180 8183 10.1002/ange.201302575
Bui, L., Luo, H., Gunther, W. R. & Román‐Leshkov, Y. Domino reaction catalyzed by zeolites with Brønsted and Lewis acid sites for the production of γ‐valerolactone from furfural. Angew. Chem. Int. Ed. 125, 8180–8183 (2013).10.1002/ange.201302575
18. Wang W Liu C-J Wu W Bifunctional catalysts for the hydroisomerization of n-alkanes: the effects of metal–acid balance and textural structure Catal. Sci. Technol. 2019 9 4162 4187 10.1039/C9CY00499H
Wang, W., Liu, C.-J. & Wu, W. Bifunctional catalysts for the hydroisomerization of n-alkanes: the effects of metal–acid balance and textural structure. Catal. Sci. Technol. 9, 4162–4187 (2019).10.1039/C9CY00499H
19. Huang J Zhang F Li H Organometal-bridged PMOs as efficiency and reusable bifunctional catalysts in one-pot cascade reactions Appl. Catal. A Gen. 2012 431 95 103 10.1016/j.apcata.2012.04.021
Huang, J., Zhang, F. & Li, H. Organometal-bridged PMOs as efficiency and reusable bifunctional catalysts in one-pot cascade reactions. Appl. Catal. A Gen. 431, 95–103 (2012).10.1016/j.apcata.2012.04.021
20. Zhu S Integrated conversion of hemicellulose and furfural into γ-valerolactone over Au/ZrO2 catalyst combined with ZSM-5 ACS Catal. 2016 6 2035 2042 10.1021/acscatal.5b02882
Zhu, S. et al. Integrated conversion of hemicellulose and furfural into γ-valerolactone over Au/ZrO2 catalyst combined with ZSM-5. ACS Catal. 6, 2035–2042 (2016).10.1021/acscatal.5b02882
21. Shi Y Recent progress on upgrading of bio-oil to hydrocarbons over metal/zeolite bifunctional catalysts Catal. Sci. Technol. 2017 7 2385 2415 10.1039/C7CY00574A
Shi, Y. et al. Recent progress on upgrading of bio-oil to hydrocarbons over metal/zeolite bifunctional catalysts. Catal. Sci. Technol. 7, 2385–2415 (2017).10.1039/C7CY00574A
22. Zhao C Camaioni DM Lercher JA Selective catalytic hydroalkylation and deoxygenation of substituted phenols to bicycloalkanes J. Catal. 2012 288 92 103 10.1016/j.jcat.2012.01.005
Zhao, C., Camaioni, D. M. & Lercher, J. A. Selective catalytic hydroalkylation and deoxygenation of substituted phenols to bicycloalkanes. J. Catal. 288, 92–103 (2012).10.1016/j.jcat.2012.01.005
23. Xiao J Tandem catalysis with double-shelled hollow spheres Nat. Mater. 2022 21 572 579 10.1038/s41563-021-01183-0 35087238
Xiao, J. et al. Tandem catalysis with double-shelled hollow spheres. Nat. Mater. 21, 572–579 (2022).35087238 10.1038/s41563-021-01183-0
24. Ben Moussa O Heteroaggregation and selective deposition for the fine design of nanoarchitectured bifunctional catalysts: application to hydroisomerization ACS Catal. 2018 8 6071 6078 10.1021/acscatal.8b01461
Ben Moussa, O. et al. Heteroaggregation and selective deposition for the fine design of nanoarchitectured bifunctional catalysts: application to hydroisomerization. ACS Catal. 8, 6071–6078 (2018).10.1021/acscatal.8b01461
25. Zecevic J Vanbutsele G de Jong KP Martens JA Nanoscale intimacy in bifunctional catalysts for selective conversion of hydrocarbons Nature 2015 528 245 248 10.1038/nature16173 26659185
Zecevic, J., Vanbutsele, G., de Jong, K. P. & Martens, J. A. Nanoscale intimacy in bifunctional catalysts for selective conversion of hydrocarbons. Nature 528, 245–248 (2015).26659185 10.1038/nature16173
26. Parlett CM Spatially orthogonal chemical functionalization of a hierarchical pore network for catalytic cascade reactions Nat. Mater. 2016 15 178 182 10.1038/nmat4478 26569475
Parlett, C. M. et al. Spatially orthogonal chemical functionalization of a hierarchical pore network for catalytic cascade reactions. Nat. Mater. 15, 178–182 (2016).26569475 10.1038/nmat4478
27. Deane JP Pye S Europe’s ambition for biofuels in aviation - a strategic review of challenges and opportunities Energy Strat. Rev. 2018 20 1 5 10.1016/j.esr.2017.12.008
Deane, J. P. & Pye, S. Europe’s ambition for biofuels in aviation - a strategic review of challenges and opportunities. Energy Strat. Rev. 20, 1–5 (2018).10.1016/j.esr.2017.12.008
28. O’Connell A Kousoulidou M Lonza L Weindorf W Considerations on GHG emissions and energy balances of promising aviation biofuel pathways Renew. Sustain. Energy Rev. 2019 101 504 515 10.1016/j.rser.2018.11.033
O’Connell, A., Kousoulidou, M., Lonza, L. & Weindorf, W. Considerations on GHG emissions and energy balances of promising aviation biofuel pathways. Renew. Sustain. Energy Rev. 101, 504–515 (2019).10.1016/j.rser.2018.11.033
29. Ding S Parlett CMA Fan X Recent developments in multifunctional catalysts for fatty acid hydrodeoxygenation as a route towards biofuels Mol. Catal. 2022 523 111492 10.1016/j.mcat.2021.111492
Ding, S., Parlett, C. M. A. & Fan, X. Recent developments in multifunctional catalysts for fatty acid hydrodeoxygenation as a route towards biofuels. Mol. Catal. 523, 111492 (2022).10.1016/j.mcat.2021.111492
30. Tanzil AH Brandt K Wolcott M Zhang X Garcia-Perez M Strategic assessment of sustainable aviation fuel production technologies: yield improvement and cost reduction opportunities Biomass. Bioenergy 2021 145 105942 10.1016/j.biombioe.2020.105942
Tanzil, A. H., Brandt, K., Wolcott, M., Zhang, X. & Garcia-Perez, M. Strategic assessment of sustainable aviation fuel production technologies: yield improvement and cost reduction opportunities. Biomass. Bioenergy 145, 105942 (2021).10.1016/j.biombioe.2020.105942
31. Chung SH Park YM Kim MS Lee KY The effect of textural properties on the hydrogenation of succinic acid using palladium incorporated mesoporous supports Catal. Today 2012 185 205 210 10.1016/j.cattod.2011.08.011
Chung, S. H., Park, Y. M., Kim, M. S. & Lee, K. Y. The effect of textural properties on the hydrogenation of succinic acid using palladium incorporated mesoporous supports. Catal. Today 185, 205–210 (2012).10.1016/j.cattod.2011.08.011
32. Tapin B Study of monometallic Pd/TiO2 catalysts for the hydrogenation of succinic acid in aqueous phase ACS Catal. 2013 3 2327 2335 10.1021/cs400534x
Tapin, B. et al. Study of monometallic Pd/TiO2 catalysts for the hydrogenation of succinic acid in aqueous phase. ACS Catal. 3, 2327–2335 (2013).10.1021/cs400534x
33. Cao X Al-modified Pd@mSiO2 core-shell catalysts for the selective hydrodeoxygenation of fatty acid esters: Influence of catalyst structure and Al atoms incorporation Appl. Catal. B Environ. 2022 305 121068 10.1016/j.apcatb.2022.121068
Cao, X. et al. Al-modified Pd@mSiO2 core-shell catalysts for the selective hydrodeoxygenation of fatty acid esters: Influence of catalyst structure and Al atoms incorporation. Appl. Catal. B Environ. 305, 121068 (2022).10.1016/j.apcatb.2022.121068
34. Liu H Catalytic hydrodeoxygenation of methyl stearate and microbial lipids to diesel-range alkanes over Pd/HPA-SiO2 catalysts Ind. Eng. Chem. Res. 2020 59 17440 17450 10.1021/acs.iecr.0c02187
Liu, H. et al. Catalytic hydrodeoxygenation of methyl stearate and microbial lipids to diesel-range alkanes over Pd/HPA-SiO2 catalysts. Ind. Eng. Chem. Res. 59, 17440–17450 (2020).10.1021/acs.iecr.0c02187
35. Shahinuzzaman M Yaakob Z Ahmed Y Non-sulphide zeolite catalyst for bio-jet-fuel conversion Renew. Sustain. Energy Rev. 2017 77 1375 1384 10.1016/j.rser.2017.01.162
Shahinuzzaman, M., Yaakob, Z. & Ahmed, Y. Non-sulphide zeolite catalyst for bio-jet-fuel conversion. Renew. Sustain. Energy Rev. 77, 1375–1384 (2017).10.1016/j.rser.2017.01.162
36. Hočevar B Grilc M Huš M Likozar B Mechanism, ab initio calculations and microkinetics of straight-chain alcohol, ether, ester, aldehyde and carboxylic acid hydrodeoxygenation over Ni-Mo catalyst Chem. Eng. J. 2019 359 1339 1351 10.1016/j.cej.2018.11.045
Hočevar, B., Grilc, M., Huš, M. & Likozar, B. Mechanism, ab initio calculations and microkinetics of straight-chain alcohol, ether, ester, aldehyde and carboxylic acid hydrodeoxygenation over Ni-Mo catalyst. Chem. Eng. J. 359, 1339–1351 (2019).10.1016/j.cej.2018.11.045
37. Žula M Grilc M Likozar B Hydrocracking, hydrogenation and hydro-deoxygenation of fatty acids, esters and glycerides: mechanisms, kinetics and transport phenomena Chem. Eng. J. 2022 444 136564 10.1016/j.cej.2022.136564
Žula, M., Grilc, M. & Likozar, B. Hydrocracking, hydrogenation and hydro-deoxygenation of fatty acids, esters and glycerides: mechanisms, kinetics and transport phenomena. Chem. Eng. J. 444, 136564 (2022).10.1016/j.cej.2022.136564
38. Ojeda M Conversion of palmitic acid over Bi-functional Ni/ZSM-5 catalyst: effect of stoichiometric Ni/Al molar ratio Top. Catal. 2018 61 1757 1768 10.1007/s11244-018-1046-7
Ojeda, M. et al. Conversion of palmitic acid over Bi-functional Ni/ZSM-5 catalyst: effect of stoichiometric Ni/Al molar ratio. Top. Catal. 61, 1757–1768 (2018).10.1007/s11244-018-1046-7
39. Toyao T Hakim Siddiki SMA Kon K Shimizu KI The catalytic reduction of carboxylic acid derivatives and CO2 by metal nanoparticles on Lewis-acidic supports Chem. Rec. 2018 18 1374 1393 10.1002/tcr.201800061 30277646
Toyao, T., Hakim Siddiki, S. M. A., Kon, K. & Shimizu, K. I. The catalytic reduction of carboxylic acid derivatives and CO2 by metal nanoparticles on Lewis-acidic supports. Chem. Rec. 18, 1374–1393 (2018).30277646 10.1002/tcr.201800061
40. Ullrich J Breit B Selective hydrogenation of carboxylic acids to alcohols or alkanes employing a heterogeneous catalyst ACS Catal. 2017 8 785 789 10.1021/acscatal.7b03484
Ullrich, J. & Breit, B. Selective hydrogenation of carboxylic acids to alcohols or alkanes employing a heterogeneous catalyst. ACS Catal. 8, 785–789 (2017).10.1021/acscatal.7b03484
41. Takeda Y Tamura M Nakagawa Y Okumura K Tomishige K Hydrogenation of dicarboxylic acids to diols over Re-Pd catalysts Catal. Sci. Technol. 2016 6 5668 5683 10.1039/C6CY00335D
Takeda, Y., Tamura, M., Nakagawa, Y., Okumura, K. & Tomishige, K. Hydrogenation of dicarboxylic acids to diols over Re-Pd catalysts. Catal. Sci. Technol. 6, 5668–5683 (2016).10.1039/C6CY00335D
42. Ly BK In situ preparation of bimetallic ReOx-Pd/TiO2 catalysts for selective aqueous-phase hydrogenation of succinic acid to 1,4-butanediol Catal. Today 2020 355 75 83 10.1016/j.cattod.2019.03.024
Ly, B. K. et al. In situ preparation of bimetallic ReOx-Pd/TiO2 catalysts for selective aqueous-phase hydrogenation of succinic acid to 1,4-butanediol. Catal. Today 355, 75–83 (2020).10.1016/j.cattod.2019.03.024
43. Guo Z Highly selective conversion of natural oil to alcohols or alkanes over a Pd stabilized CuZnAl catalyst under mild conditions Green. Chem. 2019 21 5046 5052 10.1039/C9GC02379H
Guo, Z. et al. Highly selective conversion of natural oil to alcohols or alkanes over a Pd stabilized CuZnAl catalyst under mild conditions. Green. Chem. 21, 5046–5052 (2019).10.1039/C9GC02379H
44. Zecevic J van der Eerden AMJ Friedrich H de Jongh PE de Jong KP Heterogeneities of the nanostructure of platinum/zeolite Y catalysts revealed by electron tomography ACS Nano 2013 7 3698 3705 10.1021/nn400707p 23521107
Zecevic, J., van der Eerden, A. M. J., Friedrich, H., de Jongh, P. E. & de Jong, K. P. Heterogeneities of the nanostructure of platinum/zeolite Y catalysts revealed by electron tomography. ACS Nano 7, 3698–3705 (2013).23521107 10.1021/nn400707p
45. Sun Q Wang N Yu J Advances in catalytic applications of zeolite-supported metal catalysts Adv. Mater. 2021 33 e2104442 10.1002/adma.202104442 34611941
Sun, Q., Wang, N. & Yu, J. Advances in catalytic applications of zeolite-supported metal catalysts. Adv. Mater. 33, e2104442 (2021).34611941 10.1002/adma.202104442
46. Shinotsuka H Tanuma S Powell CJ Penn DR Calculations of electron inelastic mean free paths. X. Data for 41 elemental solids over the 50 eV to 200 keV range with the relativistic full Penn algorithm Surf. Interface Anal. 2015 47 871 888 10.1002/sia.5789
Shinotsuka, H., Tanuma, S., Powell, C. J. & Penn, D. R. Calculations of electron inelastic mean free paths. X. Data for 41 elemental solids over the 50 eV to 200 keV range with the relativistic full Penn algorithm. Surf. Interface Anal. 47, 871–888 (2015).10.1002/sia.5789
47. Parlett CMA Bruce DW Hondow NS Lee AF Wilson K Support-enhanced selective aerobic alcohol oxidation over Pd/mesoporous silicas ACS Catal. 2011 1 636 640 10.1021/cs200145n
Parlett, C. M. A., Bruce, D. W., Hondow, N. S., Lee, A. F. & Wilson, K. Support-enhanced selective aerobic alcohol oxidation over Pd/mesoporous silicas. ACS Catal. 1, 636–640 (2011).10.1021/cs200145n
48. Groen, J. C. & Moulijn, J. A. & Pérez-Ramírez, J. Desilication: on the controlled generation of mesoporosity in MFI zeolites. J. Mater. Chem. 16, 2121–2131 (2006).
49. Linstrom, P. J. & Mallard, W. G. NIST Chemistry WebBook, NIST Standard Reference Database Number 69 (National Institute of Standards and Technology, 2022).
50. Abdulridha S An efficient microwave-assisted chelation (MWAC) post-synthetic modification method to produce hierarchical Y zeolites Microporous Mesoporous Mater. 2021 311 110715 10.1016/j.micromeso.2020.110715
Abdulridha, S. et al. An efficient microwave-assisted chelation (MWAC) post-synthetic modification method to produce hierarchical Y zeolites. Microporous Mesoporous Mater. 311, 110715 (2021).10.1016/j.micromeso.2020.110715
51. Liu H Diao ZH Liu GZ Wang L Zhang XW Catalytic cracking of n-dodecane over hierarchical HZSM-5 zeolites synthesized by double-template method J. Porous Mat. 2017 24 1679 1687 10.1007/s10934-017-0410-5
Liu, H., Diao, Z. H., Liu, G. Z., Wang, L. & Zhang, X. W. Catalytic cracking of n-dodecane over hierarchical HZSM-5 zeolites synthesized by double-template method. J. Porous Mat. 24, 1679–1687 (2017).10.1007/s10934-017-0410-5
52. Corma A 2,6-di-tert-butyl-pyridine as a probe molecule to measure external acidity of zeolites J. Catal. 1998 179 451 458 10.1006/jcat.1998.2233
Corma, A. et al. 2,6-di-tert-butyl-pyridine as a probe molecule to measure external acidity of zeolites. J. Catal. 179, 451–458 (1998).10.1006/jcat.1998.2233
53. Milina M Mitchell S Michels N-L Kenvin J Pérez-Ramírez J Interdependence between porosity, acidity, and catalytic performance in hierarchical ZSM-5 zeolites prepared by post-synthetic modification J. Catal. 2013 308 398 407 10.1016/j.jcat.2013.08.020
Milina, M., Mitchell, S., Michels, N.-L., Kenvin, J. & Pérez-Ramírez, J. Interdependence between porosity, acidity, and catalytic performance in hierarchical ZSM-5 zeolites prepared by post-synthetic modification. J. Catal. 308, 398–407 (2013).10.1016/j.jcat.2013.08.020
54. Eckstein S Influence of hydronium ions in zeolites on sorption Angew. Chem. Int. Ed. 2019 58 3450 3455 10.1002/anie.201812184
Eckstein, S. et al. Influence of hydronium ions in zeolites on sorption. Angew. Chem. Int. Ed. 58, 3450–3455 (2019).10.1002/anie.201812184
55. Robinson N Bräuer P York AP D’Agostino C Nuclear spin relaxation as a probe of zeolite acidity: a combined NMR and TPD investigation of pyridine in HZSM-5 Phys. Chem. Chem. Phys. 2021 23 17752 17760 10.1039/D1CP01515J 34190253
Robinson, N., Bräuer, P., York, A. P. & D’Agostino, C. Nuclear spin relaxation as a probe of zeolite acidity: a combined NMR and TPD investigation of pyridine in HZSM-5. Phys. Chem. Chem. Phys. 23, 17752–17760 (2021).34190253 10.1039/D1CP01515J
56. D’Agostino C York AP Bräuer P Host-guest interactions and confinement effects in HZSM-5 and chabazite zeolites studied by low-field NMR spin relaxation Mater. Today Chem. 2022 24 100901 10.1016/j.mtchem.2022.100901
D’Agostino, C., York, A. P. & Bräuer, P. Host-guest interactions and confinement effects in HZSM-5 and chabazite zeolites studied by low-field NMR spin relaxation. Mater. Today Chem. 24, 100901 (2022).10.1016/j.mtchem.2022.100901
57. D’Agostino C Solvent inhibition in the liquid-phase catalytic oxidation of 1, 4-butanediol: understanding the catalyst behaviour from NMR relaxation time measurements Catal. Sci. Technol. 2016 6 7896 7901 10.1039/C6CY01458E
D’Agostino, C. et al. Solvent inhibition in the liquid-phase catalytic oxidation of 1, 4-butanediol: understanding the catalyst behaviour from NMR relaxation time measurements. Catal. Sci. Technol. 6, 7896–7901 (2016).10.1039/C6CY01458E
58. D’Agostino C Adsorbate/adsorbent interactions in microporous zeolites: mechanistic insights from NMR relaxation and DFT calculations Mater. Today Chem. 2023 29 101443 10.1016/j.mtchem.2023.101443
D’Agostino, C. et al. Adsorbate/adsorbent interactions in microporous zeolites: mechanistic insights from NMR relaxation and DFT calculations. Mater. Today Chem. 29, 101443 (2023).10.1016/j.mtchem.2023.101443
59. Dacquin JP Interdependent lateral interactions, hydrophobicity and acid strength and their influence on the catalytic activity of nanoporous sulfonic acid silicas Green. Chem. 2010 12 1383 1391 10.1039/c0gc00045k
Dacquin, J. P. et al. Interdependent lateral interactions, hydrophobicity and acid strength and their influence on the catalytic activity of nanoporous sulfonic acid silicas. Green. Chem. 12, 1383–1391 (2010).10.1039/c0gc00045k
60. Song D An S Sun Y Guo Y Efficient conversion of levulinic acid or furfuryl alcohol into alkyl levulinates catalyzed by heteropoly acid and ZrO2 bifunctionalized organosilica nanotubes J. Catal. 2016 333 184 199 10.1016/j.jcat.2015.10.018
Song, D., An, S., Sun, Y. & Guo, Y. Efficient conversion of levulinic acid or furfuryl alcohol into alkyl levulinates catalyzed by heteropoly acid and ZrO2 bifunctionalized organosilica nanotubes. J. Catal. 333, 184–199 (2016).10.1016/j.jcat.2015.10.018
61. Ji K Highly selective production of 2, 5-dimethylfuran from fructose through tailoring of catalyst wettability Ind. Eng. Chem. Res. 2019 58 10844 10854 10.1021/acs.iecr.9b01522
Ji, K. et al. Highly selective production of 2, 5-dimethylfuran from fructose through tailoring of catalyst wettability. Ind. Eng. Chem. Res. 58, 10844–10854 (2019).10.1021/acs.iecr.9b01522
62. Tsud N Johanek V Stara I Veltruska K Matolin V CO adsorption on palladium model catalysts: XPS Pd-Al2O3 interaction study Surf. Sci. 2000 467 169 176 10.1016/S0039-6028(00)00747-0
Tsud, N., Johanek, V., Stara, I., Veltruska, K. & Matolin, V. CO adsorption on palladium model catalysts: XPS Pd-Al2O3 interaction study. Surf. Sci. 467, 169–176 (2000).10.1016/S0039-6028(00)00747-0
63. He YF Pd nanoparticles on hydrotalcite as an efficient catalyst for partial hydrogenation of acetylene: effect of support acidic and basic properties J. Catal. 2015 331 118 127 10.1016/j.jcat.2015.08.012
He, Y. F. et al. Pd nanoparticles on hydrotalcite as an efficient catalyst for partial hydrogenation of acetylene: effect of support acidic and basic properties. J. Catal. 331, 118–127 (2015).10.1016/j.jcat.2015.08.012
64. Kumar P Yenumala SR Maity SK Shee D Kinetics of hydrodeoxygenation of stearic acid using supported nickel catalysts: effects of supports Appl. Catal. A Gen. 2014 471 28 38 10.1016/j.apcata.2013.11.021
Kumar, P., Yenumala, S. R., Maity, S. K. & Shee, D. Kinetics of hydrodeoxygenation of stearic acid using supported nickel catalysts: effects of supports. Appl. Catal. A Gen. 471, 28–38 (2014).10.1016/j.apcata.2013.11.021
65. Shi Y Upgrading of palmitic acid to iso-alkanes over bi-functional Mo/ZSM-22 catalysts Green. Chem. 2016 18 4633 4648 10.1039/C6GC01367H
Shi, Y. et al. Upgrading of palmitic acid to iso-alkanes over bi-functional Mo/ZSM-22 catalysts. Green. Chem. 18, 4633–4648 (2016).10.1039/C6GC01367H
66. Pitchon V Guenin M Praliaud H X-ray photoelectron spectroscopic study of the electronic state of palladium in alkali-metal doped pd/sio2 solids Appl. Catal. 1990 63 333 343 10.1016/S0166-9834(00)81723-6
Pitchon, V., Guenin, M. & Praliaud, H. X-ray photoelectron spectroscopic study of the electronic state of palladium in alkali-metal doped pd/sio2 solids. Appl. Catal. 63, 333–343 (1990).10.1016/S0166-9834(00)81723-6
67. Falorni M Giacomelli G Porcheddu A Taddei M A simple method for the reduction of carboxylic acids to aldehydes or alcohols using H-2 and Pd/C J. Org. Chem. 1999 64 8962 8964 10.1021/jo991112f 11674808
Falorni, M., Giacomelli, G., Porcheddu, A. & Taddei, M. A simple method for the reduction of carboxylic acids to aldehydes or alcohols using H-2 and Pd/C. J. Org. Chem. 64, 8962–8964 (1999).11674808 10.1021/jo991112f
68. Arroyo M Briones L Hernando H Escola JM Serrano DP Selective decarboxylation of fatty acids catalyzed by Pd-supported hierarchical ZSM-5 zeolite Energy Fuels 2021 35 17167 17181 10.1021/acs.energyfuels.1c01373
Arroyo, M., Briones, L., Hernando, H., Escola, J. M. & Serrano, D. P. Selective decarboxylation of fatty acids catalyzed by Pd-supported hierarchical ZSM-5 zeolite. Energy Fuels 35, 17167–17181 (2021).10.1021/acs.energyfuels.1c01373
69. Ishida T Efficient decarbonylation of furfural to furan catalyzed by zirconia-supported palladium clusters with low atomicity ChemSusChem 2016 9 3441 3447 10.1002/cssc.201601232 27813287
Ishida, T. et al. Efficient decarbonylation of furfural to furan catalyzed by zirconia-supported palladium clusters with low atomicity. ChemSusChem 9, 3441–3447 (2016).27813287 10.1002/cssc.201601232
70. Yang G The nature of hydrogen adsorption on platinum in the aqueous phase Angew. Chem. Int. Ed. Engl. 2019 58 3527 3532 10.1002/anie.201813958 30556940
Yang, G. et al. The nature of hydrogen adsorption on platinum in the aqueous phase. Angew. Chem. Int. Ed. Engl. 58, 3527–3532 (2019).30556940 10.1002/anie.201813958
71. Oh M Importance of pore size and Lewis acidity of Pt/Al2O3 for mitigating mass transfer limitation and catalyst fouling in triglyceride deoxygenation Chem. Eng. J. 2022 439 135530 10.1016/j.cej.2022.135530
Oh, M. et al. Importance of pore size and Lewis acidity of Pt/Al2O3 for mitigating mass transfer limitation and catalyst fouling in triglyceride deoxygenation. Chem. Eng. J. 439, 135530 (2022).10.1016/j.cej.2022.135530
72. Shao Y Xia QN Liu XH Lu GZ Wang YQ Pd/Nb2O5/SiO2 catalyst for the direct hydrodeoxygenation of biomass-related compounds to liquid alkanes under mild conditions ChemSusChem 2015 8 1761 1767 10.1002/cssc.201500053 25876904
Shao, Y., Xia, Q. N., Liu, X. H., Lu, G. Z. & Wang, Y. Q. Pd/Nb2O5/SiO2 catalyst for the direct hydrodeoxygenation of biomass-related compounds to liquid alkanes under mild conditions. ChemSusChem 8, 1761–1767 (2015).25876904 10.1002/cssc.201500053
73. Groen JC Peffer LAA Moulijn JA Perez-Ramirez J On the introduction of intracrystalline mesoporosity in zeolites upon desilication in alkaline medium Microporous Mesoporous Mater. 2004 69 29 34 10.1016/j.micromeso.2004.01.002
Groen, J. C., Peffer, L. A. A., Moulijn, J. A. & Perez-Ramirez, J. On the introduction of intracrystalline mesoporosity in zeolites upon desilication in alkaline medium. Microporous Mesoporous Mater. 69, 29–34 (2004).10.1016/j.micromeso.2004.01.002
74. Wang Y One-pot synthesis of single-crystal palladium nanoparticles with controllable sizes for applications in catalysis and biomedicine ACS Appl. Nano Mater. 2019 2 4605 4612 10.1021/acsanm.9b00963
Wang, Y. et al. One-pot synthesis of single-crystal palladium nanoparticles with controllable sizes for applications in catalysis and biomedicine. ACS Appl. Nano Mater. 2, 4605–4612 (2019).10.1021/acsanm.9b00963
75. Ou X Creating hierarchies promptly: microwave-accelerated synthesis of ZSM-5 zeolites on macrocellular silicon carbide (SiC) foams J. Chem. Eng. 2017 312 1 9 10.1016/j.cej.2016.11.116
Ou, X. et al. Creating hierarchies promptly: microwave-accelerated synthesis of ZSM-5 zeolites on macrocellular silicon carbide (SiC) foams. J. Chem. Eng. 312, 1–9 (2017).10.1016/j.cej.2016.11.116
76. Regoutz A A novel laboratory-based hard X-ray photoelectron spectroscopy system Rev. Sci. Instrum. 2018 89 073105 10.1063/1.5039829 30068129
Regoutz, A. et al. A novel laboratory-based hard X-ray photoelectron spectroscopy system. Rev. Sci. Instrum. 89, 073105 (2018).30068129 10.1063/1.5039829
77. Spencer B Inelastic background modelling applied to hard X-ray photoelectron spectroscopy of deeply buried layers: a comparison of synchrotron and lab-based (9.25 keV) measurements Appl. Surf. Sci. 2021 541 148635 10.1016/j.apsusc.2020.148635
Spencer, B. et al. Inelastic background modelling applied to hard X-ray photoelectron spectroscopy of deeply buried layers: a comparison of synchrotron and lab-based (9.25 keV) measurements. Appl. Surf. Sci. 541, 148635 (2021).10.1016/j.apsusc.2020.148635
78. Moulder, J. F. & Chastain, J. Handbook of X-ray Photoelectron Spectroscopy: A Reference Book of Standard Spectra for Identification and Interpretation of XPS Data (Physical Electronics Division, Perkin-Elmer Corporation, 1992).
79. Fukushima, E. Experimental Pulse NMR: A Nuts and Bolts Approach (CRC Press, 2018).
80. Carr HY Purcell EM Effects of diffusion on free precession in nuclear magnetic resonance experiments Phys. Rev. 1954 94 630 638 10.1103/PhysRev.94.630
Carr, H. Y. & Purcell, E. M. Effects of diffusion on free precession in nuclear magnetic resonance experiments. Phys. Rev. 94, 630–638 (1954).10.1103/PhysRev.94.630
81. Anbarasan P Integration of chemical catalysis with extractive fermentation to produce fuels Nature 2012 491 235 239 10.1038/nature11594 23135469
Anbarasan, P. et al. Integration of chemical catalysis with extractive fermentation to produce fuels. Nature 491, 235–239 (2012).23135469 10.1038/nature11594
