View Article Online / Journal Homepage / Table of Contents for this issue PCCP Dynamic Article Links Cite this: Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 PAPER www.rsc.org/pccp The interaction of iron pyrite with oxygen, nitrogen and nitrogen oxides: a first-principles study Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G Marco Sacchi,* Martin C. E. Galbraith and Stephen J. Jenkins Received 11th November 2011, Accepted 13th January 2012 DOI: 10.1039/c2cp23558g Sulphide materials, in particular MoS2, have recently received great attention from the surface science community due to their extraordinary catalytic properties. Interestingly, the chemical activity of iron pyrite (FeS2) (the most common sulphide mineral on Earth), and in particular its potential for catalytic applications, has not been investigated so thoroughly. In this study, we use density functional theory (DFT) to investigate the surface interactions of fundamental atmospheric components such as oxygen and nitrogen, and we have explored the adsorption and dissociation of nitrogen monoxide (NO) and nitrogen dioxide (NO2) on the FeS2(100) surface. Our results show that both those environmentally important NOx species chemisorb on the surface Fe sites, while the S sites are basically unreactive for all the molecular species considered in this study and even prevent NO2 adsorption onto one of the non-equivalent Fe–Fe bridge sites of the (1 1)–FeS2(100) surface. From the calculated high barrier for NO and NO2 direct dissociation on this surface, we can deduce that both nitrogen oxides species are adsorbed molecularly on pyrite surfaces. 1. Introduction Materials based on transition metal sulphides have recently become popular in the surface science and catalyst communities due in part to the extraordinary biomimetic catalytic properties of MoS2 surfaces and MoS nanoparticles reported by Nørskov and co-workers.1,2 In this context it is quite surprising that pyrite (FeS2), an ubiquitous iron-containing mineral and the most abundant sulphide material in the world has received limited attention so far, and that the chemical properties of the pyrite surfaces are still relatively unexplored. As a mineral, pyrite is often found during the mining of coal, iron and other transition metal and coinage metal containing ores. The reaction of iron pyrite with water and sulphates is the cause of acid mine drainage (AMD), a hugely devastating phenomenon related to abandoned mines and mine wastes that produces an increase in the acidity of streams and natural aqueous environments, as well as in the concentration of dangerous heavy metals and metalloids.3 The few previous Ultra High Vacuum (UHV) surface science studies concerning reactions on pyrite surfaces have mostly focused on oxidation,4–6 hydration5–11 and desulphurisation.8,12 Recently, in the context of the ‘‘Iron–Sulphur World Theory of Wächtershäuser’’,13 a limited number of interesting studies have focused on the adsorption of simple biomolecules (glucose and amino acids) on pyrite.14–16 Other researchers have concentrated their attention on the electronic properties of clean pyrite surfaces. In fact, since iron pyrite is a semiconductor with an energy gap of B0.9 eV,17 in the past FeS2 has been considered as a potential alternative to silicon for fabrication of solar cells and batteries.18–21 Even though the physical properties and band structure of pyrite are by now well characterised, and a few of its surface reactions have been investigated, the potential catalytic activity of pyrite remains for the most part unexplored, probably due to the long standing opinion that surface sulphur (present in a 2 : 1 ratio on the clean pyrite surface) would act as an inhibitor of possible surface reactions. Molecular and atomic sulphur is known to depress the activity of industrial catalysts when adsorbed on metallic iron-based catalysts, but clearly such a view is of only limited reliability when considering the reactivity of sulphide compounds. In the present study we explore theoretically the adsorption of several important inorganic molecules on the FeS2(100) surface, the most stable surface plane of pyrite. Furthermore, as an attempt to explore the potential employability of natural iron sulphides for environmental catalysis, we investigate the dissociation of nitrogen oxides on this surface. 2. Theoretical method Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK. E-mail: [email protected]; Fax: +44(0)1223 762829; Tel: +44(0)1223 763519 This journal is c the Owner Societies 2012 The method we use to calculate adsorption structures and transition states has been described in detail in several recent studies.22,23 and shall only be summarized briefly here. Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 3627 Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G View Article Online The total energy calculations reported in this study have been performed using CASTEP, a plane wave, periodic boundary conditions DFT code.24,25 For the present calculations we use Vanderbilt Ultrasoft Potentials.26 A generalized gradient approximation (GGA) level of theory was included through the Perdew–Wang ‘91(PW91) exchange and correlation functional.27 Integration over the Brillouin zone of the (1 1) FeS2 unit cell was achieved by sampling reciprocal space over a 3 3 1 Monkhorst–Pack28 k-point mesh. The plane wave basis set was expanded to a 340 eV energy cut-off to ensure convergence. Six layers of Fe atoms (with associated S atoms) were found to be sufficient to describe the FeS2 surface. We fixed the bottom three FeS2 layers and left the three topmost layers (a total of 6 Fe and 14 S atoms in the case of the S-terminated surface used for our adsorption studies) free to relax. Convergence with respect to k-point sampling, kinetic energy cut-off, and slab thickness was tested and found to be satisfactory. For instance, increasing the energy cut-off from 340 eV to 380 eV decreased the total energy of the bulk pyrite unit cell by about 0.001%, while increasing the k-points sampled from 4 to 45 did not change significantly the total energy (energy decreases by less than 0.001%). Increasing the numbers of Fe layers in the pyrite slab from six to nine decreased the energy per atom of less than 0.01%. 3. Results and discussion 3.1 Bulk properties Pyrite crystallises in a cubic structure (Fig. 1), characterized by iron atoms sitting on the same fcc substructure as Na atoms in a rock salt crystal, and sulphur atoms positioned as dimers in the complementary fcc sublattice equivalent to the Cl anions in NaCl. The primitive unit cell contains four Fe atoms and eight sulphur atoms with each Fe atom coordinated to six S atoms. Two structural parameters, a (the unit cell edge length) and u (defining the position of the S atoms in the unit cell and expressed as a fraction of the parameter a), are normally used to characterize the pyrite unit cell. Using the theoretical method described above, we calculated a = 5.364 A and u = 0.384, close to the experimental values (a = 5.416 A, u = 0.385). We calculated the electronic band structure of bulk pyrite and found it, within the limits of DFT, to be consistent with previous theoretical and experimental studies. In particular, we estimated a direct bandgap of 0.67 eV and an indirect bandgap of 0.62 eV, both of them slightly smaller than the experimentally measured bandgap (B0.9 eV).17 DFT is well known to underestimate the magnitude of band gaps in semiconductors and the overall accuracy of our band structure calculation is consistent with the results of a previous similar study performed by Cai et al. in which the authors reported a band gap of 0.48 eV.29 3.2 Clean FeS2(100) surface terminations The (100) plane of pyrite has been by far the most investigated surface of this material,11,12,29–33 although theoretical studies have also considered less stable surfaces, such as the (111) and (110) facets.34–36 For the FeS2(100) surface, three possible surface terminations are possible, and the relative stability of these terminations has been recently investigated using DFT methods by Alfonso.37 In order of decreasing stability in sulphur-lean environments they are: the S-terminated (the only stoichiometric termination), the S–S-terminated and the Fe-terminated surface.37 In a sulphur-rich environment, the S–S terminated surface (characterized by a topmost layer of sulphur dimers) becomes the most stable. In this study, we will explore the activity of pyrite for the reduction of nitrogen oxides in sulphur-lean conditions, and therefore we limit our considerations to the stoichiometric (S-terminated) FeS2(100) surface. We have nevertheless performed test calculations of the clean FeS2(100) surface for the other non-stoichiometric terminations (Fig. 2) with a focus on the presence of surface spin polarization. We observed that the (1 1) Fe-terminated FeS2(100) surface has a spin angular momentum of 3.10 mB localized on each surface iron atom, while each atom of the S–S terminated surface has zero net spin. Finally, the stoichiometric, S-terminated surface has zero total spin and a negligible spin polarization on each of the top-layer atoms. The stable FeS2(100) surface termination under S-lean conditions is thus devoid of spin. The clean FeS2(100) surface undergoes some relaxation between the first and the second Fe layer, with a distance between the surface Fe atom and the S atoms on the same layer that remains almost identical to the bulk pyrite Fe–S bond length (B2.2 Å), while the distance between surface Fe and the S atom immediately below is reduced by 0.1 Å. 3.3 NO adsorption and dissociation The adsorption of NO on the stoichiometric (S-terminated) (1 1) FeS2(100) surface was investigated on two different adsorption sites: the first-layer Fe atoms and S atoms. Three different NO orientations were used as initial configurations Fig. 1 The crystal structure of iron pyrite. Fe atoms are grey, S atoms are yellow. 3628 Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 Fig. 2 FeS2(100) surface Fe-terminated (a), S-terminated (b) and the S–S-terminated (c). This journal is c the Owner Societies 2012 Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G View Article Online for calculating the most favourable adsorption geometry, with oxygen pointing either towards or away from the surface, and with the NO bond parallel to the surface plane. The S sites were found to be much less reactive with respect to NO adsorption, and only one of the three initial NO orientations considered (with oxygen pointing up) produced a converged stable structure, while the configurations with the O atom binding to a S atom and with NO parallel to the surface did not produce a stable final structure. The final optimised geometries of adsorbed NO (NOads) are shown in Fig. 3, while the calculated adsorption energies and some geometrical parameters are displayed in Table 1. The most favourable NO adsorption site and orientation by far was found to be the one with NO atop an Fe atom, with the N atom bonded to the surface and the N–O bond close to vertical with respect to the surface normal. In the most stable configuration the binding energy of NO is 1.71 eV. Adsorption on the S sites was found to be much less energetically favourable. Direct binding between the oxygen atom and the S site was found to be energetically unfavourable, while the nitrogen atom of NO can bind to a sulphur atom with the formation of a weak bond (Eads = 0.13 eV, with a S–N bond length d(S–N) of 2.48 Å). We calculated the density of states (DOS) for the isolated NO molecule (NOgas) and for NO adsorbed on the most stable adsorption site on pyrite (top of an Fe atom) which is shown in Fig. 4. The DOS of NOgas was translated so that the 3s orbitals were aligned with the same band for NOads. The linear projection of the DOS (pDOS) of the FeS2/NOads system onto NOads allow us to better understand the details of the molecule-substrate interaction. A degree of covalent interaction is visible between the 4s orbital of NO and the p orbitals of the sulphur dimers and between the 5s, 1p and 2p orbitals with the Fe surface d band. Comparing the DOS of NOgas and FeS2/NOads one can observe a significant down-shift of the 2p and 5s orbital. Fig. 5 shows the 2p orbital for the isolated (gas-phase) molecule and for adsorbed NO. Strong interaction between the adsorbate and the substrate via mixing of this orbital causes a lowering in energy of the 2p orbital by about 2 eV. Table 1 Adsorption energies, surface spin polarization (s) and bond lengths for NO on FeS2(100) Configuration DEads (eV) d(Fe–N) Fe–NO Fe–ON Fe–(NO) S–NO 1.71 0.57 0.28 0.13 1.72 2.04 d(Fe–O) d(S–N) s (h) 2.48 0.40 0.51 0.46 0.46 1.92 2.04 Fig. 4 Top graph: DOS of NO adsorbed on the most favorable adsorption site of the stoichiometric (S-terminated) FeS2(100) (red line) and of the clean FeS2(100) surface (black line). Middle graph: projected DOS (pDOS) of adsorbed NO (blue line). The orbital labels refer to the MOs of the isolated NO and assignment of pDOS peaks (blue) indicates the new position of these orbitals upon adsorption. Bottom graph: DOS for isolated NO molecule. Fig. 6 shows the electron density difference (defined as Dr = rFeS2/Noads rFeS2 rNOgas) due to the adsorption of NO on FeS2(100) with respect to the isolated molecule and clean surface. As one would expect, the electron density increases between the nitrogen and the Fe atom, whereas some electron density depletion is visible underneath the top Fe atom. Other minor regions of electron density depletion are also visible in the second layer substrate Fe atoms that do not form a direct Fig. 3 Side and top view of the optimized adsorption structures of NO on the stoichiometric (S-terminated) FeS2(100). N atoms are blue and O atoms are dark red. (a,b) NO adsorbed on a Fe atom via a N–Fe and a O–Fe bond respectively. (c) NO adsorbed horizontally on top of an Fe atom. (d) NO weakly adsorbed on top of a S atom. This journal is c the Owner Societies 2012 Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 3629 View Article Online NO bond length (d(N–O) = 1.199 Å) that is very close to the value for the isolated molecule (d(N–O) = 1.188 Å). Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G 3.4 NO2 adsorption and dissociation Fig. 5 (a) LUMO (2p) orbital of adsorbed NO compared with the LUMO of the isolated molecule (b). The participation of the LUMO in the bonding is clearly visible by the pronounced elongation of the LUMO (2p) orbital towards the surface Fe atom. The involved Fe orbital is clearly of dxz type. Purple/turquoise coloration here denotes the wavefunction phase. The energy of the NOads band at the G point is 1.98 eV and 1.85 eV for the two spin components. Fig. 6 Top-view (a) and side-view (b) of the charge density difference plot relative to NOads showing charge transfer upon adsorption of NO on the FeS2(100) atop Fe site. Magenta contours indicate electron density increase by 0.14 electrons/Å3; blue contours indicate electron density decrease by 0.14 electrons/Å3. bond with NO. On the NO internuclear axis region, the density difference does not point to any significant change in the strength of covalent binding of NO, as confirmed by the We investigated the adsorption of NO2 on three different sites of the FeS2(100) surface: two atop configurations with the N atom oriented downwards (Fe–NO2 configuration) or with one of the two O atoms bonded to a surface Fe atom (Fe–ONO) respectively, and a bridge configuration with the NO2 bonded on two neighbour Fe atoms by the two O atoms (Fe–ONO–Fe). The adsorbed NO2 geometries are shown in Fig. 7 while the adsorption energies and bond lengths are reported in Table 2. The most stable adsorption configuration was found to be that in which the NO2 occupies a bridge position between two non-equivalent surface Fe atoms (Fe–ONO–Fe configuration in Table 2) with an adsorption energy of 1.49 eV. As it was shown in the previous section, NO can occupy a single adsorption site (either an Fe or a S atom), whereas NO2 adsorbed in a bridge site (Fe–ONO–Fe) can occupy two adjacent Fe sites, therefore a (2 1) cell was chosen as unit cell for our theoretical study. There are two equivalent bridge sites within a (2 1) cell, and therefore the NO2 coverage for adsorption on a bridge site (0.5 ML) is twice as much as for NO2 on atop sites (0.25 ML). For the most stable geometry, NO2 on a bridge site, we have also calculated the binding energy for the 0.25 ML coverage and found that it is slightly lower than for the 0.5 ML coverage (1.44 eV at 0.25 ML compared to 1.49 eV at 0.5 ML), suggesting that a small attractive stabilization potential exists between the two NO2 molecules in the same cell. Since every surface Fe atom is surrounded by four other Fe atoms at the same distance, there would be potentially four bridge sites for NO2 adsorption, but among those four there are two non-equivalent pairs of equivalent bridge sites: a pair of the type already considered (shown in Fig. 7(c)) and another pair that are very unfavourable for adsorption because a sulphur atom is located very close to the position ideally occupied by the N atom (Fig. 8(b)). The steric repulsion between the N atom and the surface S atom causes this binding site to be very unfavourable for adsorption. For a (2 1) cell it was found that this bridge site did not produce any stable Fig. 7 Optimized adsorption structures of NO2 on FeS2(100). In this Fig. we use the following color conventions: Fe atoms are grey, S atoms are yellow, N atoms are blue and O atoms are dark red. 3630 Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 This journal is c the Owner Societies 2012 View Article Online Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G Table 2 Adsorption energies, surface spin polarization (s) and bond lengths for NO2 on FeS2(100) Configuration DEads (eV) d(Fe–N) Fe–NO2 Fe–ONO Fe–ONO–Fe 1.24 1.07 1.49 1.94 d(Fe–O) y (ML) s (h) 1.96 2.02 0.25 0.25 0.50 0.25 0.00 0.23 adsorbed NO2, while for the (1 1) cell the calculations resulted in an only slightly positive binding energy (0.18 eV), about a factor of eight less stable than the adjacent non-equivalent bridge site (Fe–ONO–Fe). We investigated the bonding of NO2 adsorbed in the most stable adsorption configuration by analyzing the projected density of states (pDOS) of the adsorbed molecule and comparing it with those of the clean surface and the isolated molecule (Fig. 9). As in the case of NO, the NO2 molecule has low energy orbitals (3a1 and 2b2) that do not interact significantly with the surface bands of pyrite, hence their correspondent peak position is unshifted with respect to the isolated molecule. The change in the DOS in the region between 12.5 eV and 9 eV is due to the interaction of the 4a1 orbital of NO2 with the 3s bands of pyrite. The interval between 7 eV and 0 eV entails the interaction between the orbitals 3b2, 1b1, 5a1, 1a2, 4b2 and 6a1 with the 3s and 3p bands of sulphur and the 3d bands of iron. The energies of the 6a1 orbital of adsorbed NO2 are 0.40 eV and 0.12 eV for the two spin components, whereas for the isolated NO2 the spin-split orbitals are at 0.19 eV and 1.74 eV. The bonding of NO2 on pyrite has also been analyzed by plotting the electron density difference and looking at the regions of charge accumulation and depletion upon adsorption (Fig. 10). One can see that there is a significant charge accumulation between the O atoms and the Fe atoms, confirming the presence of a strong covalent bond between NO2 and the surface, while at the same time charge depletion is also clearly observed in the intranuclear region of NO2(ads). The NO bonds softening is confirmed by a slight elongation of the N–O bonds in NO2(ads). The relative importance of electron back-donation is suggested by the presence of clear orbital interaction between the NO2 LUMO and the dz2 orbitals of Fe (Fig. 11). Fig. 8 (a) NO2 adsorbed on the most favorable site bridge site (Fe–ONO–Fe) of the (1 1)–FeS2(100) cell (the distance d(N–S) between the N atom and the underlying S atom is 3.20 Å). (b) NO2 adsorbed on the non-equivalent bridge site of (1 1)-FeS2(100) cell, having an S atom positioned immediately adjacent to the N atom (d(N–S) = 1.76 Å). The steric repulsion between N and S causes this position to be energetically unfavorable. This journal is c the Owner Societies 2012 Fig. 9 Top graph: DOS of NO2 adsorbed on the most favorable adsorption site of FeS2(100) (red line) and of the clean FeS2(100) surface (black line). Middle graph: projected DOS (pDOS) of the adsorbed NO2 (NO2,ads). Bottom graph: DOS for isolated NO2 molecule. 3.5 NO and NO2 dissociation on FeS2(100) Before exploring the potential catalytic properties of pyrite for reduction of nitrogen oxides, we have evaluated the most favourable adsorption sites for atomic and molecular nitrogen and oxygen (Table 3). The minimum energy adsorption sites for N2 and O2 are displayed in Fig. 12. For both N2 and O2 adsorption on Fe atoms is more favourable than the adsorption on S atoms. We also tested the adsorption for two different initial molecular orientations: with the molecular axis parallel or perpendicular to the surface. We found that both N2 and O2 adsorbs preferentially atop Fe atoms, with an almost vertical orientation of the molecular axis (Fig. 12(a) and (b)). The enthalpy of adsorption of N atom with respect to gas phase N2 is always positive, meaning that the adsorbed N fragments are always less thermodynamically stable than the parent gas-phase N2 molecule. Comparing the relative stability of the N adsorption sites it was found that the minimum energy site is on Fe atoms. On the contrary, the O atom adsorbs quite strongly on pyrite and, surprisingly, it was observed that an Fig. 10 Top-view (a) and side-view (b) of the charge density difference plot relative to NO2(ads) on a bridge site, showing charge transfer in the region between the molecule and the Fe atoms upon adsorption of NO2. Magenta contours indicate electron density increase by 0.02 electrons/Å3; blue contours indicate electron density decrease by 0.02 electrons/Å3. Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 3631 Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G View Article Online Fig. 11 LUMO (6a1) orbital of adsorbed NO2 (top panel) compared with the LUMO of the isolated NO2 (bottom panel). The energy of the 6a1 band of NO2,ads at the G point is 0.40 eV and 0.12 eV for the two spin components. Fig. 13 TS for NO dissociation on a FeS2(100) bridge site. The length of the dissociating N–O bond is 1.88 Å and the calculated barrier height is 2.66 eV. Table 3 Adsorption energies, surface spin polarization (s) and bond lengths for O2 and N2 on FeS2(100). In the table are reported the adsorption energies for the molecular species on Fe sites only, because S sites are non-reactive for N2 and O2 Molecule Orientation DEads (eV) d(Fe–O) O2 O2 N2 N2 Ver. Hor. Ver. Hor. 0.57 0.30 0.99 –0.05 1.88 1.93 d(Fe–N) s (h) 1.80 2.19 1.8 0.0 0.0 0.0 Fig. 14 TS for NO2 dissociation on a FeS2(100) bridge site (equivalent to bridge site of Fig. 8(a)). The length of the dissociating N–O bond is 2.25 A and the calculated barrier height is 2 eV. Fig. 12 Most favorable adsorption sites for molecular oxygen and nitrogen on pyrite. (a) O2 adsorbed on an atop Fe site of FeS2(100), the binding energy is 0.57 eV and the molecular axis is tilted 451 with respect to the surface normal. (b) N2 adsorbed on an atop Fe atom, the binding energy is about 1 eV and the molecule is aligned in within 5 degrees with respect to the surface normal. O adatom is more stable on S atoms (Ea = 1.34 eV) than on Fe atoms (Ea = 0.77 eV). We have investigated the dissociation reactions NO - N + O and NO2 - NO + O on the (1 1)-FeS2(100) cell by applying a combination of Linear Synchronous Transit and Quadratic Synchronous Transit methods (LST/QST).38 The minimum energy reaction pathway for NO dissociating leaves N on the atop Fe site (most favourable site) and produces O adsorbed on a free Fe site (Fig. 13). The reaction is endothermic (+0.38 eV) and has very high energy (2.66 eV) (higher than the binding energy of NO) therefore it appears that NO is likely to chemisorb molecularly on FeS2 at any surface temperature. Another reaction path for NO dissociation was considered, with the most stable 3632 Phys. Chem. Chem. Phys., 2012, 14, 3627–3633 adsorption site for NO as reactant state and the most stable surface adsorption sites for N and O as product state, i.e. the N atom on an iron site and the O atom on a sulphur site. This TS search however yielded a very high reaction barrier of 5.44 eV. For NO2 dissociation we considered as a starting point NO2 adsorbed on the most stable bridge site producing NO and O fragments on the two Fe atoms binding sites (Fig. 14). This reaction is also slightly endothermic (+0.15 eV) and has an energy barrier of 2 eV. If we compare the energy requirement for the direct dissociation of NO and NO2 on FeS2 with those recently calculated by Chen et al.39 for NO and NO2 on Fe{111} we note that on Fe{111} NO2 dissociate with an energy barrier of less than 0.5 eV, while NO dissociation proceeds with an energy barrier of about 0.9 eV. 4. Conclusions In this work we have investigated the interaction of iron pyrite with several molecules: O2, N2, NO and NO2. We found that most of the species adsorb relatively strongly on the FeS2(100) surface and that for all the chemical species considered in this study the most favourable adsorption sites are the top layer iron atoms. We have also explored the activity of FeS2 surface This journal is c the Owner Societies 2012 View Article Online for NO and NO2 reduction by calculating the energy barrier for the direct dissociation of these adsorbed species. The calculated high activation barriers for these reactions suggest that dissociation of nitrogen oxides species on this surface is unlikely even at high temperatures. Acknowledgements Downloaded by University of Cambridge on 13 March 2013 Published on 13 January 2012 on http://pubs.rsc.org | doi:10.1039/C2CP23558G We acknowledge Stephen Driver for useful discussions and comments. MS would like to thank the Swiss National Science Foundation for financial support of this work. References 1 P. G. Moses, J. J. Mortensen, B. I. Lundqvist and J. K. Norskov, J. Chem. Phys., 2009, 130, 104709. 2 B. Hinnemann, P. G. Moses, J. Bonde, K. P. Jorgensen, J. H. Nielsen, S. Horch, I. Chorkendorff and J. K. Norskov, J. Am. Chem. Soc., 2005, 127, 5308. 3 D. B. Johnson and K. B. 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