Perspective pubs.acs.org/JPCL Tailoring the Catalytic Properties of Metal Nanoparticles via Support Interactions M. Ahmadi,† H. Mistry,†,‡ and B. Roldan Cuenya*,‡ † Department of Physics, University of Central Florida, Orlando, Florida 32816, United States Department of Physics, Ruhr-University Bochum, 44801 Bochum, Germany ‡ ABSTRACT: The development of new catalysts for energy technology and environmental remediation requires a thorough knowledge of how the physical and chemical properties of a catalyst affect its reactivity. For supported metal nanoparticles (NPs), such properties can include the particle size, shape, composition, and chemical state, but a critical parameter which must not be overlooked is the role of the NP support. Here, we highlight the key mechanisms behind support-induced enhancement in the catalytic properties of metal NPs. These include support-induced changes in the NP morphology, stability, electronic structure, and chemical state, as well as changes in the support due to the NPs. Utilizing the support-dependent phenomena described in this Perspective may allow significant breakthroughs in the design and tailoring of the catalytic activity and selectivity of metal nanoparticles. T affecting the mechanical stability of the NPs,34 modifying the NP morphology,24,35−37 inducing strain on the NP due to lattice mismatch,38−40 changing the electronic structure via charge transfer processes,41−44 and enabling spillover of reactants and reaction intermediates from the support to the NP and vice versa.23,45−49 The support can play an important role in controlling the stability of NPs during a reaction because support materials which strongly bind to the NPs can prevent sintering. In this respect, the heterogeneity of possible support sites should be considered, as for example the presence of defect sites or adatoms, as well as other parameters such as surface orientation, polarity, and oxidation state. Furthermore, the adhesion energy of the NP on the support, along with its epitaxial relationship, can play a controlling role in the morphology of the NP. Likewise, the reaction environment is also important to consider when discussing NP−support interactions,37,50,51 since it will influence the chemical state of the NPs and the support. Unique support-enhanced reaction mechanisms such as spillover effects can also occur in different reaction environments. It is pertinent to remark here that the different NP−support interactions described above correlate with each other, and in some cases, it is not straightforward to distinguish their individual influences. For example, the strain induced as a result of lattice mismatch between the NP and the support, leading to he enormous industrial and environmental applications of nanostructured catalysts are driving scientists to the rational development of new materials with enhanced activity and tunable selectivity. A number of parameters such as size, shape, surface composition, and oxidation state are known to affect the reactivity of nanoparticle (NP) catalysts.1−7 For instance, size-dependent changes in the electronic structure and surface atomic coordination of nanostructured catalysts have been shown to influence their catalytic performance.6,8−11 Moreover, due to the different binding energy of adsorbates on crystalline facets with different orientations, the NP shape can also influence the reactivity and selectivity of the catalysts.5,7,12,13 The NP morphology (size and shape) may also affect the formation and stability of surface oxides during a reaction, which can furthermore affect reactivity, because the presence of certain oxide species may be favorable or detrimental for a particular reaction.14 In addition, the adsorption of reactive species on a NP under reaction conditions can alter its morphology.14 Therefore, in order to gain fundamental understanding of how different parameters control the reactivity of nanocatalysts, these effects must be deconvoluted. Furthermore, the study of model catalytic systems under realistic reaction environments is critical. Within this Perspective, attention will be paid to another crucial parameter influencing catalytic performance, namely the NP support interaction.2,15−20 NPs with the same nominal size and analogous shape may display different reactivity when deposited on different supports.19,21−23 The extent of the NP/ support interaction depends on the type,15,19,24,25 structure,26−28 and composition of the support16,17,29−33 and can influence the catalytic activity in one of the following ways: © 2016 American Chemical Society Received: June 1, 2016 Accepted: August 17, 2016 Published: August 17, 2016 3519 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective can serve as strong anchoring sites for metal NPs. For example, the higher adhesion energy of Ag NPs supported on reduced CeO2 as compared to MgO(100), as determined by adsorption calorimetry, has been assigned to their stronger bonding to CeO2 defect sites. This observation may explain the higher sintering resistance obtained for late transition metals deposited on CeO2.55,56 In addition, oxygen vacancies have been shown to stabilize Au atoms and small clusters both on TiO2 and MgO.57,58 Tuning the support oxidation state and degree of reduction in the case of reducible oxide substrates can be used to alter the bonding of the NPs and consequently, their stability. For example, in the case of Au and Pt on TiO2(110), density functional theory (DFT) calculations show that oxygen vacancies are the strongest binding sites.59,60 It was found that excess electrons at the 5-fold coordinated Ti atoms can be transferred to highly electronegative atoms like Au and Pt and increase adsorption at these sites, while for less electronegative atoms (i.e., Ag, Cu, Fe, Co, Ni and Pd) the electron transfer does not happen.60 Similarly, DFT calculations and calorimetry measurements have shown that the adhesion energy of Au,61−63 Pt,64 Pd,65 and Ag NPs is higher on reduced CeO2(111) supports because of their higher binding energy to the oxygen vacancies.56,66 However, although oxygen vacancies on more reduced supports improve NP stability for many metals-oxide support systems, some exceptions have also been reported. As an example, experimental measurements and DFT calculations show the decrease in the adsorption energy of Cu on CeO2(111) with the extent of reduction.32,67 Oxygen vacancies can also be created and stabilized by doping the support, which will again improve the NP resistance against sintering. For example, doping ZrO2 with yttrium can increase the availability of oxygen vacancies by replacement of the cation Zr4+ by a cation of lower valence. These oxygen a modification of the NP geometrical structure, may also lead to change in its electronic structure, as for example a shift in the dband center. Therefore, separating different support-dependent effects in catalysis needs careful consideration. It is clear that in order to comprehend the reactivity of nanocatalysts, it is vital not to overlook the role of the support. Such support-dependent phenomena will be discussed in detail in this Perspective, with the aim of unravelling how the catalytic activity and selectivity of NPs can be tuned via the selection of appropriate substrates. The support can play an important role in controlling the size, shape, and structural stability of metal nanoparticles in reactive environments. Support-Induced Structural Changes in Nanoparticles. The support can play an important role in controlling the size, shape, and structural stability of metal nanoparticles in reactive environments. For example, sintering and poisoning, which are the key causes of degradation in the catalytic activity of nanocatalysts25,52 are heavily dependent on NP−support interactions, and understanding their influence is critical in the rational design of high performance catalysts.53,54 Higher bonding energy of NPs to their support should diminish their sintering rate.25,55 Campbell reported an increase in the adhesion energy of metals to clean oxide supports in the order MgO(100) ≈ TiO2(110) ≤ α-Al2O3 ≤ CeO2−x(111) ≤ Fe3O4 and explained this behavior based on the stability of the lattice oxygen, because less stable oxygen atoms will have higher chemical potential and bind more strongly to metal atoms in the NPs.55 Furthermore, oxygen-vacancy defects on the support Figure 1. (a) Schematic of the size evolution of micellar Pt NPs supported on γ-Al2O3 under various thermal and chemical treatments extracted from EXAFS and STEM data. (b) Fourier transformed magnitude of k2-weighted Pt L3-edge EXAFS spectra of similarly prepared samples measured at 450 °C in O2, H2O vapor and H2 environments. (c−f) High-angle annular dark-field (HAADF) STEM images of Pt NPs supported on γ-Al2O3 acquired (c) as-prepared, and after annealing at 450 °C in O2 (d), in H2O (e), and in H2 (f).68 Reprinted with permission from Royal Society of Chemistry. 3520 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective Figure 2. (a) STM image of Pd NPs supported on TiO2(110) acquired at 25 °C after annealing at 1100 °C. (b) NP−support adhesion energy as a function of the NP height obtained from STM data following the Wulff−Kaischew theorem. (c) Normalized adhesion energy of Pd NPs on TiO2(110) as a function of the interfacial facet orientation.82,83 Reprinted with permission from American Chemical Society and Royal Society of Chemistry. were stabilized on the Fe2O3 surface, and it was predicted via DFT calculations that the 3-fold hollow site on the oxygenterminated surface of Fe2O3(001) is the most probable site for single Pt atoms.71 Aside from stabilizing NPs against sintering, the support can influence the NP structure through strain effects. Because of lattice mismatch between the support and metal NPs, and due to the preference of the metal adatoms at the NP/support interface to retain the substrate structure, strain in the NP lattice is commonly observed, leading to bond lengths differing from those in bulk metals.40,72 For example, TEM measurements showed a 2.9% increase in the Au lattice parameter as compared to the bulk value for 1- to 4-nm-sized NPs supported on MgO(100).73 Moreover, it has been shown that strain can alter the electronic and therefore chemical properties of a metal.74−76 As a general rule, an expansion in the metal−metal bond length will narrow the metal d-band and shift the d-band center toward the Fermi level. This shift to higher energy causes a stronger binding of the reactants.76,77 The contrary trend is observed for compressed NP lattices. For example, a combination of X-ray absorption near-edge structure (XANES) and DFT calculations showed that the strain on Pd NPs induced by substrate step edges can change the lateral registry of CO on Pd NPs and weaken the CO−metal bond, which consequently reduces the energy barrier for certain catalytic reactions.78 In another example, DFT calculations predicted that substrate-induced strain will enhance the activity of Au NPs toward O2 and CO adsorption.79 The higher binding energy of CO on Pt NPs supported on Au was also explained based on the larger lattice constant of Au leading to an expansion of the Pt lattice overlayer, as measured by STM.74 Substrate-induced strain can also change the diffusion barrier for adatoms on their support and the nucleation of metals on a substrate. For strained Ag, DFT calculations and STM measurements indicate that the diffusion barrier for Ag selfdiffusion on Ag(111) scales nearly linearly with the nearest neighbor distance. In general, compressive strain will decrease the barrier for Ag self-diffusion while tensile strain has the reverse effect at moderate variations of the lattice parameter (±2%).40 The presence of strain at the NP/support interface could also modify the equilibrium shape of the NPs to minimize the total NP energy.38,72,80,81 For example, in the case of Pd NPs supported on MgO(100), TEM measurements showed that the height to diameter ratio increases with increasing NP size, reducing the strain at the interface.72 STM vacancies enhance the activity for the dry reforming of methane by increasing the resistance of Ni NPs against sintering and increasing the rate of removal of deposited coke.30 On the other hand, on oxide supports, strong metal NP/ support interactions which lead to improved stabilization against sintering have also been observed upon oxidative sample pretreatments. For example, lower NP mobility and higher stability against sintering of Pt NPs supported on γAl2O3 was observed in situ via extended X-ray absorption fine structure spectroscopy (EXAFS) and corroborated ex situ via scanning transmission electron microscopy (STEM) after annealing in oxygen or under water-rich atmospheres. The enhanced NP stability is concluded here by considering the minimum change in the first nearest neighbor atomic coordination numbers measured via EXAFS before and after the oxidative pretreatment as well as the lack of increase in the average NP size obtained from STEM measurements. After the oxidative treatments, the formation of Pt−O and Pt−OH interfacial bonds is expected, which might increase the binding energy of the NPs to the support, leading to their enhanced resistance stability against sintering. In comparison, Pt NPs preannealed in H2 underwent sintering, Figure 1.68 Not only the support material and oxidation state but also the structure of the support can influence the stability of the NPs.69 For example, Pt NPs deposited on carbon nanotubes (CNTs) were found to display higher resistance against sintering compared to NPs supported on carbon black due to the superior stability of the CNTs themselves under electrochemical oxidation conditions.69 This conclusion was made based on the comparison of TEM and XRD data of these samples acquired before and after reaction, showing a smaller growth in the average NP size when the NPs were supported on the CNTs. XPS measurements indicated that the CNTs were less oxidized than the carbon black after the reaction, possibly due to their closed rolled graphene structure, which is less accessible to oxygen than the amorphous carbon black. The presence of surface oxides was thought to lower the Pt NP− support interaction and to enhance Pt mobility and dissolution. The support structure may affect the NP electronic structure and consequently its binding energy to particular support sites. For example, scanning tunneling microscopy (STM) studies show that Au adatoms are stable up to 400 °C on the narrow hollow sites of Fe3O4(001).70 Furthermore, it was shown that the preference of adatoms to nucleate at certain sites is related to charge and orbital ordering within the surface and first subsurface layer of the substrate. In another study, Pt adatoms 3521 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective Figure 3. (a) H/Pt ratio calculated from XANES spectra of Pt22 NPs normalized by the area of bulk-like NPs measured at 183 K.14 Model shapes for low and high H coverage are shown, as well as theoretical H/Pt ratios from ref.85 (b) Pt−Pt bond length as a function of H coverage for Pt22 NPs on γ-Al2O3 is displayed. For Pt13 NPs supported on γ-Al2O3(100), DFT optimized structures for hydrogen-covered clusters with n number of H atoms (c) n = 0, (d) n = 6, (e) n = 18, (f) n = 38 (metastable), (g) n = 20, and (h) n = 34 are shown from ref 85. Reprinted with permission from John Wiley and Sons. chemical reactivity, morphology, and stability of the NPs.37,42,43,87−91 For example, due to charge transfer from Pt NPs to their support, OH and H species from the dissociation of H2O were found to be more stable on Pt NPs supported on CeO2 as compared to unsupported Pt NPs of the same size, Figure 4a.43,89 Also, in the case of Au/CeOx/TiO2, charge redistribution in the metal close to the Au-CeOx interface promoted CO2 adsorption and activation for CO2 hydrogenation to methanol, Figure 4b.92 Several parameters can be used to tune the interfacial charge transfer, including: (i) the density of oxygen vacancies on oxide supports, (ii) the support termination and structure, (iii) the doping of the support, and (iv) the size and structure of the NPs. One of the material systems for which charge transfer phenomena have been extensively investigated is gold NPs supported on oxide substrates, Figure 5a.41,44,93,94 Charge transfer from F-center oxygen vacancy support defects to gold NPs deposited on MgO has been theoretically and experimentally confirmed, which could change both the spatial distribution and the vibrational properties of adsorbed CO species.95 The transfer of charge from MgO to gold NPs could also activate O2 molecules.95,96 Au8 NPs supported on a MgO surface without oxygen vacancies were inactive for CO combustion, while on the surface with vacancies they became active as a result of charge transfer from substrate F-centers to the deposited clusters.95,97 It is worth mentioning that even in the absence of oxygen vacancy defects, charge transfer could happen for metals with high electron affinity by tunneling through thin oxide films, as was demonstrated for Au on thin MgO films (1 to 3 layers) deposited on Mo(100).97−99 In the case of NPs supported on oxide thin films on bulk metal, charge transfer also depends on the film thickness.37,96,98 For example, Xiao et al. found that small Au NPs on MgO/(Mo(001) and measurements showed a similar behavior for Pd and Pt NPs on TiO2(110), which show lower adhesion energy to the support for larger NPs.82 Furthermore, it was found that in order to have the highest adhesion energy and minimum total energy, their thermodynamically stable shape would be dictated by their interaction with the support. In particular, nanoparticles with (111) interfacial facets were found to display the highest adhesion energy, which led to higher NP stability, Figure 2.83,84 It is important to consider that the influence of the support on the NP shape may be altered in different environments. For example, the strong interaction between Pt NPs (<3 nm) and their γ-Al2O3 support can be lifted through the adsorption of hydrogen. Hydrogen adsorption on small NPs lifts the surface relaxation and can even transform the morphology from a 2D shape, in which the NP and support have a large contact area, to a more 3D shape with larger Pt−Pt distances, Figure 3a.14,85 However, under very high pressures of hydrogen, the tensile strain exerted on the NP by the support can be lifted, allowing the Pt−Pt bonds to contract, Figure 3b. A change in the NP shape from biplanar to cuboctahedral was also predicted by DFT85 for Pt13/γ-Al2O3. Figure 3c−h displays the most stable geometry of Pt13 NP on Al2O3 with increasing number of adsorbed hydrogen atoms obtained through molecular dynamics calculations. The transition in geometry was explained in terms of a hydrogen-mediated loss of contact between the NP and the underlying support. On the other hand, in the presence of oxygen, oxygen atoms will withdraw charge from the clusters, decreasing the Pt−Pt bond length and increasing the NP/support interaction.86 Support-Induced Electronic Changes in Nanoparticles. In addition to structural changes, the support can affect changes in the NP electronic structure. In particular, charge transfer from the support to the NPs and vice versa can affect the 3522 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective MgO terraces and steps or hydroxylated MgO surface has been claimed.94 Charge transfer can also alter the reactivity by changing the NP morphology.35,58,93,100,101 A parameter that can be used to tune the charge transfer and consequently the morphology of NPs is the doping of the substrate.101,102 For example, Shao et al. have observed a transition from 3D to 2D for gold NPs supported on CaO by doping the support with Mo, Figure 5b− d. This observation was explained through DFT calculations showing the higher bonding strength of gold to the support and the charge transfer from Mo-4d states to the Au-6s orbital.101 Another parameter that affects charge transfer is the surface termination of the support. For example, in the case of Pt(111) deposited on O-terminated α-Al2O3, DFT predicts that charge would be transferred from the substrate to Pt, while the opposite would occur for Al-terminated α-Al2O3.33 Analogously, the CO desorption temperature from Pt NPs on Oterminated ZnO(0001) is higher than on Zn-terminated ZnO(0001) due a distinct interfacial charge transfer.35,105 Charge transfer could also depend on the support structure. For instance, DFT calculations predicted Pt13 NPs to be charged negatively on (100)-oriented γ-Al2O3, while on hydroxylated (110) γ-Al2O3, the clusters became positively charged.37 The size of the NPs is another parameter which will affect charge transfer. In the case of Pt NPs supported on CeO2(111) with sizes between 20 and 800 atoms, resonant photoemission spectroscopy measurements revealed that the charge transfer increases with increasing NP size, while the charge transfer per platinum atom was found to reach a maximum for particles of 30−70 atoms.106,107 Also, the structure dependency of charge transfer processes was shown for Pt NPs supported on γ-Al2O3 through XANES measurements by Behafarid et al, Figure 6.104 They showed that among several small Pt NPs (0.8−1 nm) with different shape, those with a higher proportion of atoms in contact with the support (Nc/Nt) would display a larger positive shift of the Pt-L3 adsorption edge as compared to bulk Pt, indicating more charge transfer from Pt to Al2O3.104 Furthermore, charge transfer from specific sites can dictate the arrangement of NPs on the surface. For example, for gold atoms on FeO/Pt(111), the Fe−O double layer exhibits a polar moment which varies on the surface, and easily polarizable gold atoms will be directed to the areas with the highest work function.108 Support-Induced Chemical Changes in Nanoparticles. The support can influence the reactivity of metal NPs by changing Figure 4. (a) Energy profile for the dissociation of water on Pt(111), unsupported Pt79 and Pt8 clusters, and Pt8 on CeO2(111) or Ce40O80 NP. The Pt-ceria interaction significantly enhances the ability of admetal atoms for the dissociation of the O−H bond in water molecules.43 (b) DFT-optimized potential energy surface for CO2 hydrogenation on Au3 supported on TiO2(110) and on CeOx/ TiO2(110).92 “TS” refers to the transition state. Reprinted with permission from American Chemical Society. Ag(001) become charged due to electron transfer through the thin oxide film, while in the case of thicker metal layers, the charge transfer happens by electron donation from electronrich oxide defects such as oxygen vacancies.37 Also, the possibility of charge transfer from electrons trapped at divacancies (missing pairs of adjacent Mg and O ions) at the Figure 5. (a) STM image of a Au NP on 2 ML MgO/Ag(001) in which the NP is surrounded by a bright rim, which indicates charge accumulation at the perimeter. STM images of Au NPs on (b) bare CaO and (c) Mo-doped CaO. The insets display high resolution images of characteristic particles. (d) Schematic of the characteristic particle shapes.101,103 Reprinted with permission from American Chemical Society and John Wiley and Sons. 3523 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective It should be mentioned that besides hindering NP activity by covering the active sites, encapsulation can also change the metal electronic structure. For example, Dulub et al. observed semiconductor like behavior of Pt NPs supported on TiO2 after encapsulation.115 In addition, in some cases even before decoration of NPs with support atoms, reactivity has been suppressed due to the perturbation of the electronic structure.120 Interestingly, the reversibility of the encapsulation of Pd and Rh monolayers supported on TiO2 has been observed after annealing in an oxygen environment.48,109,121 Also, Ni NPs which were encapsulated in CeO2 after annealing in H2 appeared again on the surface after annealing at the same temperature in vacuum.117 Furthermore, Badri et al. have studied the structure dependency of the encapsulation reversibility for Pd supported on CeO2. Reversible encapsulation occurs more easily for Pd(111) faces and edges as compared to the more open assemblies such as Pd(100).122 Nevertheless, in some cases SMSI can enhance the NP reactivity. For instance, higher reactivity toward CO oxidation has been observed on a CeO2123 or FeOx (1 < x < 2)124 layer encapsulating Pt(111) as compared to the bare metallic Pt surface. In addition, the SMSI effect causes a change in the electronic structure when the catalyst changes from Pt(111) to Pt8/CeO2(111), which results in water dissociation changing from an endothermic to an exothermic process.125 Also, higher selectivity to crotyl alcohol was observed for Pt NPs encapsulated in CeO2 during the hydrogenation of crotonaldehyde.123 Another example is the improvement in the selectivity and reactivity of Pt NPs supported on ZrO2 for liquid-phase hydrogenation, which was explained by Pt−Zr alloy formation at the NP interface.126 In some cases, supports can play a role in stabilizing secondary chemical reactants. For example, in Cu/Zn/Al2O3, which is the industrial catalyst for methanol synthesis through CO2 hydrogenation, the presence of Znδ+ at the Cu surface due to the SMSI effect would strengthen the binding of intermediates and increase the catalytic activity, Figure 7.50,127,128 The coverage of Zn on the Cu surface is strongly correlated to the catalytic activity, and the degree of Zn coverage is furthermore dependent on the Cu NP size and the reaction mixture.129 Also, a lower reaction barrier for CO2 hydrogenation has been measured on CeOx/Cu(111) as compared to ZnO/Cu(111) and Cu(111), which is due to the stabilization of CO2δ‑ on Ce3+ sites of CeOx/Cu(111).130 In CO2 water gas shift (WGS) reaction, CO2δ+ derived from the carboxyl intermediate is stabilized at the interface of CeOx/ Cu(111) and CeOx/Au(111), where the activation barrier is decreased. Also, water dissociation, which is the rate limiting factor for the WGS reaction over many catalysts, would have a lower activation barrier on CeOx, to the point that dissociation of water would not be rate limiting anymore.131,132 Other than SMSI and the creation of new active chemical species, the support can also affect NP chemical stability by diminishing surface poisoning under reaction conditions. In particular, it was observed that the support composition can affect coke removal from NPs.133−135 For example, a higher coke formation rate was observed for Pt NPs supported on Al2O3 as compared to CeO2 due to higher stability of carbonaceous species found on Al2O3.133 In addition, the support structure can also influence the catalyst resistance toward poisoning. For instance, the higher content of oxygen species on graphene as compared to other carbon structures Figure 6. Energy shift of the Pt-L3 absorption edge of Pt NPs supported on γ-Al2O3 with respect to bulk Pt as a function of the relative number of atoms in contact with the support. The measurement was done at 648 K in H2 atmosphere to prevent NP oxidation. Nc/Nt indicates the ratio of the number of Pt atoms in contact with the support to the total number of Pt atoms in the NP. The model NP shapes shown were extracted from the analysis of EXAFS and TEM data.104 Reprinted with permission from Royal Society of Chemistry. their chemical properties. One mechanism behind the chemical alteration of NPs is strong metal−support interaction (SMSI). For example, due to SMSI, metal clusters supported on TiO2 can become deactivated at elevated temperatures under a reducing environment. Tauser et al. used the term SMSI to explain the suppression of the reactivity based on the decoration of the NP surface with substrate atoms.109−113 Two mechanisms have been proposed for this process: (i) NP encapsulation and deactivation due to the decoration of the active sites of the NP with substrate atoms, and (ii) a change in the NP electronic structure due to charge transfer from the substrate to the NPs.13,43,114−116 One mechanism behind the chemical alteration of NPs is strong metal−support interaction. Metal clusters with high surface energy such as Pt, Pd, Ni, Rh and Ir supported on reducible substrates such as CeO2, TiO2, and V2O5 are suitable candidates for SMSI. Furthermore, substrates with low work function (Φ) could easily transfer charge to a metal cluster which has higher work function (Φ(metal) > Φ(substrate)) and perturb their electronic structure.111,113,117 Generally, the encapsulation mechanism happens with the following steps: (i) reduction of the support (MxOy) surface and formation of a cationic M-rich surface, (ii) negative charging of the metal cluster as a result of a lowered Fermi energy (higher work function, Φ), and (iii) migration of MOx from the support onto the metal cluster for surface energy minimization.111,118 Among the parameters that can affect the encapsulation rate are the pretreatment conditions (temperature and reducing environment), the oxidation state, the support structure, and the NP size. To begin with, the support pretreatment can have enormous impact on the rate of encapsulation by changing the oxidation state of the support. For instance, a higher rate of encapsulation has been observed for Nb-doped TiO2, TiO2 partially reduced by Ar+ bombardment, and TiO2 annealed in H2 at 750 K.110,111,119As an example of the size effect, Jochum et al. have shown through impedance measurements that small Rh particles supported on TiO2 are more SMSI-sensitive than larger ones.114 3524 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective observed for a variety of metal NPs to their support:139 Ru, Ni, and Pt to Al2O3; from Pt to SiO2, TiO2, carbon, and Fe3O4; from Cu to ZnO; and from Pd to SnO2 and carbon.142−146 H spillover has a significant effect on the activity of catalysts for the hydrogenation of aromatic hydrocarbons.147 The extent of hydrogen spillover from Rh, Pt, and Pd NPs supported on HY zeolite, carbon, Al2O3, and SiO2 was found to correlate with the substrate acidic properties.148−150 For hydrogen spillover to occur, reducible substrates are required to have electron migration to the substrate and cation−electron formation.47 In addition, for hydrogen relocation to occur, strong M−H bonds should break allowing hydrogen−substrate bonds to form. In the case of irreducible substrates such as MgO,151 SiO2,152 and γ-Al2O3,153 the H atoms would be repulsed by the substrate, preventing substrate−hydrogen bond formation. However, it should be mentioned that the diffusion of hydrogen to the irreducible support can happen in cases where defects in the support are close to the NPs.47 Other than being a reactant, the spilled-over hydrogen may induce defects on the support and activate it for particular reactions. For example, silica and alumina can be activated by hydrogen spillover for ethylene and benzene hydrogenation.140 Oxygen migration is another important NP−support spillover process. The dissociation of O2 molecules and reverse spillover of O atoms from clean Fe3O4(100) islands to Pt NPs by annealing in oxygen was observed.145 Also, oxygen spillover from Pt onto ceria was detected through isotope oxygen exchange and FTIR−Raman spectroscopies.154,155 A direct indication of oxygen spillover from Pt and Pd NPs to TiO2 was shown through STM measurements.23,49,156 In many oxidation reactions where reactants interact with lattice oxygen, the presence of metal NPs on the support can accelerate oxygen exchange with the support.45,46,157,158 For example, Figure 8b shows that the presence of Pt NPs on CeO2(111)/Cu(111) leads to the formation of Ce3+ at high temperatures due to enhanced oxygen reverse spillover (O migration from the support to the Pt NPs).45 It should be mentioned that other than H and O species, multiatomic species have also been detected on the support due to spillover from a metal catalyst. For example, methoxy (CH3O) has been detected on the support during CO hydrogenation reactions on a Ni/Al2O3 catalyst.159 In some cases, a bifunctional mechanism may occur in which the support may provide the active site for a particular reaction step, in addition to the metal NP. For example, for Ni NPs supported on CeO2, lattice oxygen can contribute to the reaction and facilitate the oxidation of ethoxy to acetate or activate both CH4 and CO2 in dry reforming of methane.31,160 Furthermore, Pd50Rh50 NPs supported on CeO2 have shown higher efficiency for H2 production through ethanol steam reforming compared to the unsupported model catalysts. This behavior was explained based on the ability of CeO2 to activate water and spillover oxygen to the NPs.161 In another study, the catalytic performance of Ni catalysts on doped-ceria supports was investigated with Zr, La, or Gd as dopant, and the Zrdoped Ce showed the optimum catalytic activity due to the higher reducibility of the support, which increased the availability of surface lattice oxygen to participate in the partial oxidation of methane.17 For the reforming of methane, introducing 1% Ce to the Pt/ZrO2 catalyst leads to higher activity and stability due to the creation of coke-resistant oxygen vacant Ce3+ sites.16 Figure 7. (a) Cu(111), Cu(211), and CuZn(211) facets. (b) Gibbs free energy diagram obtained from DFT calculations for CO2 hydrogenation on close-packed (black), stepped (blue), and Znsubstituted steps (red).127 (c) HRTEM images of Cu/ZnO/Al2O3 show the formation of a metastable ZnOx layer on the Cu NPs and their transformation to rock salt and wurtzite structure after electron beam exposure.128 Reprinted with permission from The American Association for the Advancement of Science and John Wiley and Sons. was shown to destabilize the poisoning CO intermediate during methanol electro-oxidation and subsequently improve the activity of the supported PtNi NPs.136 The oxidation state of the support also modifies the coking rate of the catalyst either by changing the binding energy of carbon species or by changing the rate of oxygen donation for coke removal.137 Along these lines, higher stability against coke formation was observed for Co deposited on reduced CeO2−x as compared to stoichiometric CeO2.137 Synergistic Interactions between Nanoparticles and Their Support. In many cases, a NP and its support play a combined role in improved catalytic reactivity. One mechanism behind this phenomenon is reactant spillover. Spillover is defined as the migration of an adsorbate molecule or atom from one surface to another (substrate to NP, or vice versa) upon which it would not adsorb individually. Spillover can be one of the steps in a chemical reaction. For instance, hydrogen and oxygen spillover have an enormous impact on the chemical reactivity and stability of catalysts.138−140 Hydrogen spillover is a facile spillover process. Figure 8a shows the spillover of atomic hydrogen from a Co NP to the Cu(111) substrate and their diffusion on the substrate at temperatures lower than 80 K. Because the dissociation of H2 at low temperature is not possible on Cu(111), all H atoms on the Cu surface must have spilled over after being dissociatively adsorbed on the Co NP.141 Hydrogen spillover has been 3525 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective Figure 8. (a) STM images showing the spillover of H atoms from Co NPs to the Cu(111) support. (b) Models of a Pt NP on CeO2(111)/Cu(111) (left) and a thin film of CeO2(111) on Cu(111) (right). The middle panel shows the surface stoichiometry (right axis) of CeO2−x for the Pt-CeO2/ Cu(111) and CeO2/Cu(111) systems, indicating the reduction of CeO2 only in the presence of the Pt NPs.45,141 Reprinted with permission from Nature Publishing Group and American Chemical Society. the NPs is not covered with the atoms from the support, Figure 9.168 Another example is the partial reduction of CeO2 promoted by Cu and Au NPs in the presence of CO or CO/H2O for the water gas shift reaction.167 Furthermore, in the presence of H2 and CO, Pt NPs on Fe3O4(100) catalyze the reaction of the In addition to spillover effects, another mechanism in which a NP and its support play a combined role in enhancing reactivity is through the creation highly reactive perimeter sites which are positioned at the boundary between the NP and the support.127,155,162−165 Atoms at these perimeter sites may have an altered electronic structure which is optimal for facilitating a particular reaction step. For example, DFT calculations by Molina et al. revealed that the minimum energy path for CO oxidation over Au/TiO2 catalysts involves CO and O2 being adsorbed at the gold-support interface.163 It was found that the active sites of Au/CeO2 and Au/TiO2 for the water gas shift reaction are perimeter Au atoms in contact with oxygen vacancies within the support.89,166 Moreover, for Cu and Au NPs on CeO2, the support can also play a role in dissociating H2O, which is the rate limiting step for the water gas shift reaction.167 Nanoparticle-Induced Changes in the Oxide Support. Although there are numerous studies showing how different supports can affect the structure and chemical state of metal NPs, NPs can also in turn have a huge impact on the support. Nanoparticles may catalyze the reduction of their support, which can in turn enhance their stability against sintering.3,64,65 For example, high thermal stability against sintering and a lack of mobility were observed by Ono et al. for gold NPs supported on SiO2 up to 1343 K. This high thermal stability was a result of oxygen desorption and decomposition of SiO2 and consequent desorption of volatile SiO from underneath the NPs, leading to NPs digging channels into the underlying SiO2 support, which hinders their mobility. It should be mentioned that this process is different from the SMSI effect, since the surface of Figure 9. (a) Schematic and (b) AFM image and height profile of Au NPs supported on a SiO2(4 nm)/Si(100) substrate acquired after annealing in UHV at 1070 °C. The Au NPs bury themselves into the SiO2 support. Volatile SiO species escape the surface after the local catalytic reduction of SiO2 due to the presence of the Au NPs.168 Reprinted with permission from American Chemical Society. 3526 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective nanocatalysts requires a proper understanding of the parameters which can affect their reactivity, such as their size, shape, chemical state, composition, and interaction with support. In this Perspective, we have described some of the impressive work carried out thus far in order to unveil the effect of the support on chemical processes catalyzed by nanoparticles. The NP support can play a key role in stabilizing a catalyst against sintering or in stabilizing certain NP morphologies through strain effects. In addition, electronic interactions between a NP and support such as charge transfer can occur, which may alter the binding properties or even the morphology of the NP. Chemical changes may also be induced on the NP by the support, such as encapsulation of the particle through strong metal−support interaction. Finally, the NP and support may play a combined role in improving catalytic ability, for example, by allowing for spillover of reactants or through reactive perimeter sites. From these examples, it is clear that structure-dependent reactivity trends in nanocatalysts cannot be properly understood without also considering the often critical role of the support. Furthermore, careful utilization of support dependent phenomena could be a powerful method to rationally engineer new nanocatalyst materials. Outlook and Challenges. Despite tremendous work on this topic, many challenges still remain. One such challenge is to synthesize stable and well-defined size- and shape-selected NPs to be able to isolate the effect of support interaction from other parameters and also to create unique support-dependent active sites such as interfacial and perimeter sites. Furthermore, the interaction of the support with multimetallic alloyed nanoparticles also requires additional attention due to their extended industrial applications. The support and its interaction with the different metals may play an important role in alloying or segregation within these NPs, particularly in different reactive environmental conditions. Beyond the creation of compositionally and structurally well-defined nanostructures, these support-enhanced active sites must be accurately resolved. Experimentally, further advancement is needed in developing in situ and operando techniques for investigating and quantifying the support effect and its evolution under harsh reaction The NP support can play a key role in stabilizing a catalyst against sintering or in stabilizing certain NP morphologies through strain effects. lattice oxygen with CO and H2 and diffusion of Fe to the bulk leads to the formation of a monolayer of holes in the substrate, whereas oxygen spillover in an oxidizing environment brings Fe atoms to the surface from the bulk to form a new Fe3O4 layer around the Pt NPs, Figure 10.145 The transformations induced by NPs on their support also depend on the NP synthesis method and the environment. For example, as shown in Figure 11a, TiO2 nanostripes are observed by annealing in UHV inverse micelle-synthesized Pt NPs supported on TiO2(110),104 whereas annealing PVDdeposited Pt and Pd NPs on TiO2(110) leads to (1 × 2) nanostripe growth until all the particles have been covered by the layers of TiO2, Figure 11b.169 The formation of the nanostripes is due to oxygen desorption from the substrate surface and diffusion of Ti adatoms to the subsurface, whereas in the case of annealing in oxygen, atomic oxygen spills over to form a new layer of TiO2 close to the NPs. In summary, the above discussion demonstrates that NPs can catalyze significant changes on their support. Consequently, similarly to the NPs, the support must also be considered as a dynamical entity under reaction conditions. Due to the often complex interdependence between the NP, support, and catalyst reactivity, careful studies are required to identify the true nature of a NP and its support in their working state. Summary. During the last two decades, state of the art experimental and theoretical techniques have been employed to gain the fundamental understanding needed to improve the performance nanocatalysts. In particular, significant effort has been paid to the development of new catalytic nanomaterials based on inexpensive metals which are highly active and selective and able to operate under harsh environmental conditions. Along these lines, the rational design of improved Figure 10. STM images of Pt NPs (1−6 atoms) supported on Fe3O4(001) exposed to (a) CO, (b) H2, and (c) O2 at 550 K. (d) Schematic showing how CO extracts O atoms from the clusters to form CO2, which desorbs from the surface, followed by the diffusion of Fe atoms into the Fe3O4 bulk. (e) Schematic showing H2 dissociation on a Pt cluster, spill over onto the support, and reaction with O lattice atoms. (f) O2 exposure leads to the growth of a Fe3O4(001) layer next to the Pt NPs due to the spillover of oxygen atoms on to the support, which react with Fe that diffuses out from the bulk.145 Reprinted with permission from John Wiley and Sons. 3527 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective Figure 11. (a) STM image of a nanostripe formed attached to micellar Pt NPs on TiO2 obtained after annealing above 1000 °C in vacuum. The schematic on the right reveals the mechanism underlying the formation of the TiO2 nanostripes via the removal of a TiO2 layer through the desorption of oxygen and diffusion of Ti3+ species into the bulk of the TiO2(110) substrate. (b) Sequence of STM images (100 × 100 nm2) of PVDgrown Pt NPs supported on TiO2 under 1 × 10−7 mbar O2 acquired at 673 K. All the particles in the scan area have been covered by four layers of TiO2 grown after exposure to 4092 L oxygen. The letters X and Y in (b) mark two different structures of the TiO2(110)-(1 × 2) reconstruction.169,170 Reprinted with permission from American Chemical Society and Royal Society of Chemistry. In terms of theory, advancements in computational methods are needed to model more bulk-like, complex, and disordered systems. For example, computational cost can constrain studies to small cluster sizes and thin slab support models of only a few atomic layers, which may not be representative of the industrially active catalysts. In addition, when periodic boundary conditions are used in ab initio methods to model clusters, interactions with other supercells must also be considered. Developing higher throughput theoretical techniques with the ability to consider the support as a bulk system, and also allowing the investigation of larger cluster/support systems is a necessity that, in combination with experimental techniques, can provide insight into the most active sites of catalyst. Progress in these areas and further understanding of the support effect in catalytic systems will allow for the rational development of higher performance, next generation catalysts. conditions. In addition, development of reaction cells which can allow for simultaneous measurements with different techniques could give enormous insight into support-dependent reactivity. For example, bulk averaging techniques could be complemented by local measurements to understand spatial variations in the sample and give a complete picture of the active catalyst. It will be critical to develop techniques that can specifically probe the cluster−support interface underneath a particle to resolve phenomena such as strain and charge transfer or to resolve bonds between the NP atoms and support atoms and distinguish these from NP−adsorbate bonds. Particularly, in terms of support-mediated NP stability, temporal resolution is needed in such operando techniques to follow sintering and redispersion phenomena during a reaction. Additional outstanding experimental opportunities are expected to be provided by the new generation of free electron lasers, which will allow unprecedented developments in the field of catalysts in the years to come through the possibility of monitoring structural and chemical changes of catalysts under reaction conditions with ultrafast temporal resolutions at the nanosecond and femtosecond time scales. ■ AUTHOR INFORMATION Corresponding Author *E-mail: [email protected]. Notes The authors declare no competing financial interest. Additional outstanding experimental opportunities are expected to be provided by the new generation of free electron lasers. Biographies Mahdi Ahmadi is a Ph.D. candidate at the University of Central Florida (U.S.A.). He received his M.S. in atomic and molecular physics from the University of Tehran and his B.S. in physics from Sharif University of Technology in Iran. His research focuses on the investigation of novel physical and chemical properties of metallic nanostructures. 3528 DOI: 10.1021/acs.jpclett.6b01198 J. Phys. Chem. Lett. 2016, 7, 3519−3533 The Journal of Physical Chemistry Letters Perspective ment in the electroreduction of CO2 over Au nanoparticles. J. Am. Chem. Soc. 2014, 136, 16473−16476. (12) Mistry, H.; Behafarid, F.; Zhou, E.; Ono, L. K.; Zhang, L.; Roldan Cuenya, B. Shape-dependent catalytic oxidation of 2-butanol over Pt nanoparticles supported on gamma-Al2O3. ACS Catal. 2014, 4, 109−115. (13) Mostafa, S.; Behafarid, F.; Croy, J. R.; Ono, L. K.; Li, L.; Yang, J. C.; Frenkel, A. I.; Cuenya, B. R. Shape-dependent catalytic properties of Pt nanoparticles. J. Am. Chem. Soc. 2010, 132, 15714−15719. (14) Mistry, H.; Behafarid, F.; Bare, S. R.; Roldan Cuenya, B. 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Role of the ceria− zirconia support in the reactivity of platinum and palladium catalysts for methane total oxidation under lean conditions. J. Catal. 2001, 203, 393−406. (30) Bellido, J. D. A.; Assaf, E. M. Effect of the Y2O3−ZrO2 support composition on nickel catalyst evaluated in dry reforming of methane. Appl. Catal., A 2009, 352, 179−187. (31) Wang, J. B.; Tai, Y.-L.; Dow, W.-P.; Huang, T.-J. Study of ceriasupported nickel catalyst and effect of yttria doping on carbon dioxide reforming of methane. Appl. Catal., A 2001, 218, 69−79. Hemma Mistry is a Ph.D. student in the Physics Department at the University of Central Florida (U.S.A.) and Ruhr-University Bochum (Germany). She obtained her bachelor degree in Physics from the University of California at Berkeley. Her research is focused on understanding the structure-dependent reactivity of model nanocatalysts using in situ and operando spectroscopy. Beatriz Roldan Cuenya is currently a Professor of Physics at the RuhrUniversity Bochum (Germany). She received her B.S. degree in Physics from the University of Oviedo (Spain) in 1998, her Ph.D. degree in Physics from the University of Duisburg-Essen (Germany) in 2001, and was a postdoctoral researcher in the Chemical Engineering Department of the University of California Santa Barbara (2001−2003) and full professor at the University of Central Florida before her move to Germany in 2013. Her group’s research program explores the novel physical and chemical properties of size and shapeselected nanostructured materials, with emphasis on in situ and operando characterization of catalysts at work. ■ ACKNOWLEDGMENTS The authors gratefully acknowledge financial support from the U.S. National Science Foundation (NSF-Chemistry 1213182 an NSF-DMR 1207065) and the German Federal Ministry of Education and Research (Bundesministerium für Bildung und Forschung, BMBF) under grant #03SF0523C“CO2EKAT” and the Cluster of Excellence RESOLV at RUB (EXC 1069) funded by the Deutsche Forschungsgemeinschaft. ■ REFERENCES (1) Roldan Cuenya, B. Synthesis and catalytic properties of metal nanoparticles: Size, shape, support, composition, and oxidation state effects. Thin Solid Films 2010, 518, 3127−3150. (2) Roldan Cuenya, B.; Behafarid, F. Nanocatalysis: size- and shapedependent chemisorption and catalytic reactivity. Surf. Sci. Rep. 2015, 70, 135−187. (3) Merte, L. 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