Sander Ø.
Hanslin
ab,
Hannes
Jónsson
bc and
Jaakko
Akola
*ad
aDepartment of Physics, Norwegian University of Science and Technology, NO-7491 Trondheim, Norway. E-mail: jaakko.akola@ntnu.no
bFaculty of Physical Sciences and Science Institute, University of Iceland, IS-107 Reykjavk, Iceland
cApplied Physics Department, Aalto University, FI-00076 Aalto, Finland
dComputational Physics Laboratory, Tampere University, FI-33101 Tampere, Finland
First published on 19th May 2023
Transition metal dichalcogenides are cheap and earth-abundant candidates for the replacement of precious metals as catalyst materials. Experimental measurements of the hydrogen evolution reaction (HER), for example, have demonstrated significant electrocatalytic activity of MoS2 but there is large variation depending on the preparation method. In order to gain information about the mechanism and active sites for the HER, we have carried out calculations of the reaction and activation energy for HER at the transition metal doped basal plane of MoS2 under electrochemical conditions, i.e. including applied electrode potential and solvent effects. The calculations are based on identifying the relevant saddle points on the energy surface obtained from density functional theory within the generalized gradient approximation, and the information on energetics is used to construct voltage-dependent volcano plots. Doping with 3d-metal atoms as well as Pt is found to enhance hydrogen adsorption onto the basal plane by introducing electronic states within the band gap, and in some cases (Co, Ni, Cu, Pt) significant local symmetry breaking. The Volmer–Heyrovsky mechanism is found to be most likely and the associated energetics show considerable dopant and voltage-dependence. While the binding free energy of hydrogen can be tuned to be seemingly favorable for HER, the calculated activation energy turns out to be significant, at least 0.7 eV at a voltage of −0.5 V vs. SHE, indicating low catalytic activity of the doped basal plane. This suggests that other sites are responsible for the experimental activity, possibly edges or basal plane defects.
An important step in characterizing and designing new electrocatalysts is to identify the atomic sites that exhibit high activity. While the edge sites of pristine 2H-MoS2 have been shown to be catalytically active, the basal plane is inert in its pure form.9,14,15 MoS2 has been synthesized in a wide range of morphologies with a focus on increasing the abundance of edge sites.12,16–18 Further, the basal plane can be activated by introducing defects such as S-vacancies,19 phase boundaries20 and metal21 or non-metal22 impurities. As such, the full picture of MoS2 activity is quite complex and a basic understanding of the features in atomic and electronic structure that enhance HER is needed to optimize performance.
Experiments have indicated that transition metal doping enhances the overall activity,23–26 but detrimental effects and conflicting results have also been reported,27,28 illustrating that the result strongly depends on the system specifics, notably morphology, the nature and level of doping, and the experimental techniques applied. This indicates that the manifested activity relies on the interplay between several factors and that theoretical studies can therefore be helpful for identifying the contributing ones.
In the present study, we investigate the effect of transition metal doping on the electrocatalytic activity of the MoS2 basal plane. Theoretical studies have shown that hydrogen adsorption onto the basal plane is enhanced by transition metal doping,29 and in the following we will assess whether this corresponds to higher activity (reduced reaction barriers) under electrochemical conditions for the whole sequence of 3d-metals as well as platinum. First we investigate the doped material itself and hydrogen adsorption in the gas phase. Then we move on to model the electrochemical reactions involved in hydrogen evolution. These are more challenging than calculations of gas/surface reactions because: (i) the reaction occurs in the presence of an electrolyte and (ii) the reaction occurs at a fixed electrode potential. These challenges must be overcome to provide a realistic model for electrochemical reactions, as further discussed in the following section.
The geometry optimization of bulk MoS2 was performed using the primitive unit cell of 2H-MoS2, with the Brillouin zone sampled by a Monkhorst–Pack (MP) grid of dimension 9 × 9 × 5. For calculations on doped mono- and bilayers we consider 5 × 5 × 1 supercells (75 atoms), with 3 × 3 × 1 MP grids. For accurate density of states (DOS) calculations, 11 × 11 × 1 MP grids were used. A vacuum layer of ca. 14 Å was introduced to decouple the periodic images of the slab.
The activation energy for the various elementary steps in the electrochemical reaction was calculated by first finding an approximate minimum energy path for the transition using the climbing-image nudged elastic band (CI-NEB)37 method, followed by calculations with a tighter convergence as the saddle point on the energy surface corresponding to a given applied voltage is found using the minimum mode following (MMF)38 method. The tolerance for force convergence in saddle point searches was set at 0.05 eV Å−1 while the tolerance in minimization calculations was 0.02 eV Å−1.
H+ + e− → H* | (1) |
H+ + H* + e− → H2 | (2) |
2H* → H2 | (3) |
The most widely used descriptor for the HER efficiency of a material is the free energy of hydrogen adsorption ΔGH on its surface. In accordance with the Sabatier principle, a value of ΔGH ≈ 0 has been shown to correlate with high exchange currents.39,40 In the gas phase, we define the n-th hydrogen adsorption energy as
![]() | (4) |
ΔGH = ΔEH + ΔEZPE − TΔSH. | (5) |
Under electrochemical conditions, the chemical potential of a H+-e− pair in solution is given in terms of the electrode potential U (V vs. SHE) and pH41 as
![]() | (6) |
The implicit solvent model allows us to largely omit explicit H2O in the calculations, but to model a realistic stability and reactivity of the solvated H+, some water molecules are still needed. An often used model is the hexagonal ice bilayer. In most systems, however, the periodicity of the system of interest is not commensurate with the typical hexagonal water structure. We therefore employ a cluster model based on the Eigen cation (H9O4+), where a proton is effectively shared between four water molecules. For such a water model it follows that, since the ion is not externally restricted by hydrogen bonds, we expect to obtain a lower estimate of the activation energy compared to constrained structures such as hexagonal ice.
Test calculations were performed to assess the size effect of the water cluster. Calculations with Hydronium (H3O+) and Zundel (H5O2+) ions showed respective discrepancies of at most ∼0.24 eV and ∼0.04 eV in the (Volmer/Heyrovsky) activation and reaction energies, with respect to the energies obtained with the Eigen cation (see Fig. S1, ESI†). This indicates reasonable convergence with increasing cluster size. We point out that calculations using only a single hydronium ion in the absence of an implicit solvent yield very different results for both the Volmer and Heyrovsky case. The reaction energies were decreased by roughly 1.1 eV and 2.7 eV, respectively, meaning that a single hydronium ion is far too unstable in the gas phase to provide reliable results. For the Eigen cation, the effect is smaller but still significant; the reaction energies are reduced by roughly 0.3 eV and 0.9 eV, respectively, in the absence of implicit solvent. Thus the implicit solvent is essential for the description of protonated water in combination with a cluster model.
Defining the electronic potential as μ = εF + eϕ∞, where e is the electron charge, εF is the Fermi energy and ϕ∞ is the electrostatic potential in the bulk solvent, the potential referred to that of the standard hydrogen electrode (SHE) is U = μ/e − ϕSHE. For the SHE we use the value ϕSHE = 4.43 V.46 Further, we introduce the grand-canonical electronic energy Ω through the Legendre-transformation of the free energy f as ΩU = f(ne) + δneeU, where δne is the number of excess electrons in the cell.
Over a range in applied voltage that is not too large, the number of electrons is varied in increments starting from the neutral value, and the calculated energy of the system is then found to vary in a parabolic way with an extremum corresponding to the potential of zero charge (PZC). The curvature of the parabola represents the negative interfacial capacitance.47 As illustrated in Fig. 1a, reaction and activation energies corresponding to a certain potential can then be obtained from the difference between fitted parabolas. The results shown in Fig. 1b coincide well with the alternative (and more computationally expensive, unless only a specific potential value is of interest) approach of converging each reaction geometry to the same potential, though extrapolating the fits outside the potential range of the available data cannot be considered reliable. Most systems display excellent parabolic behavior, but in some cases changing the electron number leads to changes in the geometry or crossing of small electronic gaps. This causes an abrupt change in the Fermi energy, and correspondingly in the potential.
3d-Transition metal atoms are introduced as Mo-substitutional dopants to a 5 × 5 cell of the pristine monolayer, yielding a doping concentration of 4%. For Co, Cu and Ni, the local symmetry of the pristine geometry is broken, and the dopant atom binds to five surrounding S-atoms. This is due to excess d-electrons occupying antibonding orbitals.29 For Sc, Ti, V, Cr, Mn, Fe and Zn, the symmetry is preserved (see Fig. 2). In the asymmetric case a sulfur atom has a broken or stretched bond, making it more exposed for adsorption (activated) with respect to the default coordination. We note that for Co, Ni, Cu, Pt, the dopant atom is also shifted down by 0.26–0.27 Å in the direction perpendicular to the plane (not visible in Fig. 2). For Zn there is a smaller shift of 0.15 Å. The remaining dopants are within 0.01 Å of the reference height.
Electronic states within the band gap are introduced as a result of the doping. Fig. 3 shows the density of states (DOS) of the various systems near the band gap. Apart from Cr, states are introduced in such a way that the effective band gap is significantly reduced. In the later 3d-transition metals, it appears that higher energy (occupied) S-p states are introduced, consistent with activation. The induced states are mainly localized at the sulfur atoms neighboring the dopant atom, and in the asymmetric cases the dislocated atom contributes the most. DOS and its projections are detailed further for surrounding S in Fig. S2 (ESI†). Since both the structural and electronic effects of the dopant are mainly local, larger distortions or reconstructions of the lattice are not expected.
![]() | ||
Fig. 3 Projected density of states showing gap states emerging in 3d-metal doped MoS2 monolayers. Gray lines indicate the Fermi level. Pristine MoS2 in the bottom graph for reference. |
The free energy is obtained from the electronic energy as explained in the previous section. The ZPE correction is calculated for a single H-adsorption for each system. Calculated EZPE for the dopant systems span a range of only 0.015 eV, and it can be approximated as a constant correction. In a similar manner, we assume that the vibrational frequencies do not change considerably as the coverage increases.
The free energy of adsorption for one to three H atoms in the simulation cell is given in Fig. 5a, where a coverage of θ = 1 refers to saturation of the three available A-sites. Consistent with the previous arguments of symmetry and electronic DOS, we observe that only the Co, Ni, Cu and Zn systems show energetically favorable adsorption of a single hydrogen atom, and higher coverages are even less favorable. Adsorption configurations that display moderate change in free energy are of interest for hydrogen evolution. This means that for systems Sc through Fe, only single H adsorption is relevant (note that Cr and Mn have high adsorption energies in any case). For systems Co through Zn, we consider an initial coverage of one or two H per dopant atom. For reference, the first adsorption energy was also calculated for the two-layer MoS2 case of systems Fe through Zn, with only the top layer doped. Compared to the monolayer case, these values differ by less than 0.02 eV, suggesting that the hydrogen binding onto these dopant-activated sites is not sensitive to the presence of underlying layers. Monolayer calculations are thus appropriate for representing the general slab systems.
A chemical picture of the adsorption mechanism on MoS2 is that excess charge on the sulfur atom upon adsorption is partially distributed over the surrounding metal atoms.51 In this regard, the promotion energy is a useful descriptor for the adsorption energy: Epd = Ed − Ep, where Ep is the p-orbital center of the S-atom in question, and Ed is the center of the unoccupied metal d-orbitals integrated from the Fermi level up to the point where one electron is added, i.e. the effective LUMO of the local system. Fig. 5b shows the correlation between the adsorption energy and Epd. We note that the local geometry changes upon hydrogen adsorption, which leads to additional energy contributions and deviations from this descriptor. This is especially visible for the Fe-system, where the local six-fold symmetry is broken upon hydrogen adsorption. The other systems maintain their symmetry, but the distance between the dopant atom and the active sulfur changes. The promotion energy captures two important conditions that are necessary for favorable adsorption energy, namely that the sulfur p-orbital states must be high in energy (activated), and that the surrounding d-orbitals must have unoccupied states not far above the Fermi level. It follows that large band gaps are detrimental towards favorable adsorption in these systems.
The large difference between the gas phase adsorption energy and the Volmer reaction energy in solution obtained for some of the systems (in particular Sc, Ti, V) shows that the solvent plays an important role in the reaction energetics. That is, the water cluster interacts differently with the surface before and after its proton has been transferred. For example, for systems with favorable hydrogen adsorption, the cluster is weakly bonded to the adsorbed hydrogen through a hydrogen bond. Such a configuration is not stable for the systems with unfavorable hydrogen adsorption, as it would lead to the hydrogen atom re-entering the solution. The cluster is thus further from the surface in a metastable final state, not supporting the attractive interaction. The correspondence with gas phase adsorption becomes clear again if one considers the next step of the reaction. After the Volmer step, the water cluster is again supplied with a proton from the bulk acidic solvent. The difference in energy between this state and the initial Volmer state (correcting for the additional H atom), is what corresponds to the adsorption energy. However, what influences the Volmer barrier is the initial Volmer reaction energy, as is clear from Fig. 6 and the linear relation. This illustrates one aspect of the significance of the choice of solvent description. We note that there is a small energy barrier of roughly 0.15 eV associated with the proton transfer step from the bulk solution. This is an upper bound in the sense that proton diffusion towards a negative surface will be associated with a favorable free energy change given by the potential difference vs. the bulk solvent, thus also lowering the associated barrier.
In the Heyrovsky step, a proton in the water cluster binds to an adsorbed hydrogen atom, and an electron is transferred from the electrode to form an H2 molecule that is released from the surface. The reaction path is shown in Fig. 7. As in the Volmer reaction, the activation energy follows a linear trend with respect to the reaction energy. In this case, the four last 3d-metals, as well as Sc and Ti, are seen to have highly unfavorable Heyrovsky reaction energies at low coverage. For the late 3d-metals this is expected from the Volmer energies, but Sc and Ti appear to have highly unfavorable energies for both reactions. This is related to the previous discussion on the distinction between the initial Volmer reaction and the following proton resupplying step. Once resupplied, Sc and Ti return to lower energies, while V does not. This is consistent with the obtained Heyrovsky energetics.
The Tafel step involves the desorption of two adsorbed H-atoms on the surface. The kinetics of this step therefore depend heavily on the geometries and relative energies of the adsorption sites, as well as the surface H-coverage. This step depends less on the presence of the solvent than the Volmer and Heyrovsky steps. Adsorption of several H atoms will naturally involve occupying the less favorable sites, as well as introducing H–H interactions. From the single-H adsorption energies, we expect that subsequent adsorption will still be confined around the dopant atom, although energetically less favorable due to H–H repulsion. As shown in Fig. S6 (ESI†), it is evident that the dopant-induced sites are still preferred despite repulsive H–H interaction. Referring to the labeling of the sites in Fig. 4, the optimal reaction path proceeds from a neighboring A–A configuration through the A–B and B–B intermediates. For details on the reaction path and resulting activation energies and scaling relation, we refer to Fig. S7 and S8 (ESI†).
Comparison of the activation energies of the Tafel step and the Heyrovsky step at the same hydrogen coverage (θ = 2/3) shows that HER is more likely to occur by a Volmer–Heyrovsky mechanism rather than a Volmer–Tafel mechanism, for all dopants except Zn. In these systems the barrier of the Tafel mechanism is significantly larger than for the Heyrovsky mechanism at the same initial coverage, but for Zn, the Heyrovsky and Tafel barriers are comparable, at 1.70 and 1.67 eV, respectively.
Around 0 V vs. SHE, the adsorption energies are quite similar to those in the gas phase, and the configurations we noted earlier are still of interest. Therefore, we consider the initial hydrogen coverages of 0 (Sc, Ti, V, Cr, Mn, Fe, Mo), 1 (Co, Ni, Zn, Pt), and 2 (Cu) per dopant atom in equilibrium. For reference, the initial zero-coverage is also considered for all dopants.
Fig. 8a shows the potential dependence of the Volmer and Heyrovsky barriers for each investigated system in the range between 0 V and −1 V, evaluated at the equilibrium coverage at 0 V. Both barriers are lowered by the negative applied potential. Most notably, we observe that the Co- and Ni-doped systems with an initial hydrogen atom display significantly smaller Heyrovsky barriers than the rest of the systems with small Volmer barriers, especially around U = −0.5 V. Since balanced moderate barriers in general will lead to faster reaction kinetics than one small and one large barrier, these systems seem to have the most active basal planes for HER. Note again that to a first approximation, the adsorption energy is modified by eU (see eqn (6)) such that higher coverages will be favorable at large negative applied potentials. For U = 0 V and U = −0.5 V, endothermic adsorptions are included for all systems as seen in Fig. 8b, ensuring that the relevant coverages are considered. In the case of U = −1 V, the large potential could lead to a further increase of the H-coverage, which here would lead to qualitative increase (decrease) in the calculated Volmer (Heyrovsky) barrier. The pristine MoS2 shows a particularly strong dependence on the applied voltage and surprisingly exhibits low barriers at large negative potential (U = −1 V).
A detailed evaluation of reaction kinetics would require calculations of several other parameters, such as pre-exponential factors. However, using the fact that all the systems studied are comparable, we can estimate the relative kinetics with a simple kinetic model. We characterize the turnover frequency (TOF) f by where
is the probability of being in the state with i adsorbed hydrogen and Ωh is the Heyrovsky barrier.
is the partition function. At temperature T = 298 K, the resulting TOF assumes the characteristic volcanic shape with respect to ΔΩH, as seen in Fig. 8b. Points are calculated directly from the energetics for each system, while the solid lines represent the theoretical activity obtained by using the scaling relation between ΔΩH and Ωh at the corresponding potential. This correlation is shown in Fig. S9 (ESI†), where the same outliers as in Fig. 8b are visible, notably Sc, Ti, Cr, Ni at U = 0 V and Sc, Ti, Ni at U = −0.5 V. These outliers lead to the different shapes between the two volcanoes. Peaks of the dashed volcanoes are shifted towards positive ΔΩH, indicating that in these systems the optimal condition is a slightly unfavorable adsorption rather than the perfectly neutral one, due to the competition between the Volmer and Heyrovsky barriers not being balanced at ΔΩH = 0 eV.
Further, we note that the transition state geometries change slightly as a function of the potential. For the Heyrovsky reaction, the distances rH–H (between the two reacting hydrogen atoms), rO–H (between oxygen atom and proton), and rS–H (between sulfur atom and adsorbed hydrogen atom) largely define the reaction coordinate. As the potential is lowered, the magnitude of these values at the transition state tend to increase, decrease and decrease, respectively. In Fig. 9a, this is illustrated for all systems considered. Regardless of the dopant, a low Heyrovsky barrier is associated with a transition state which is geometrically more similar to the initial state than the final state, in that rO–H is close to the H3O+ bond length and rH–H is far from the H2 bond length. Thus, knowledge of the arrangement of the water molecules at the transition state is largely indicative of the activation barrier. The analytical fit has asymptotes at rH–H = 0.770 Å and rO–H = 0.903 Å.
In terms of electronic structure, the previously discussed promotion energy Epd captures the overall picture well. Epd is positively correlated with adsorption energy, and relates to the Heyrovsky barrier as seen in Fig. 9b. Interestingly, the relation within each individual system does not necessarily follow the overall trend. This illustrates the different contributions to the activation mechanism (chemical adsorption energy as described by Epd, and the electrode potential), and is especially visible for the Mn and Fe systems. These systems are hexagonally symmetric at PZC, but the ground state symmetry is spontaneously broken once a certain amount of excess negative charge is introduced. Additional charge further increases the distance between the dopant atom and the activated S, but during this transition the Fermi level (and hence potential) remains nearly constant, as the energies of unoccupied S-p states are lowered simultaneously with introduction of more electrons. In Fig. 9b this manifests as a local horizontal trend. For Fe and Mn, the changes in rM–S are roughly 0.20 Å and 0.25 Å, respectively. Comparing with vertical trend systems such as Cu and Ptθ=1/3, we find changes of roughly 0.015 Å. Within each system, Epd is thus closely related to the distance rM–S and does not seem to otherwise depend strongly on the amount of excess charge, unless it leads to the crossing of small gaps. Large change in Epd due to gap crossing without significant geometrical change can be seen in Fig. 9b for the Sc and Ti dopants. In systems with small change in the promotion energy, the potential is the main contribution to barrier decrease.
In the work by Humphrey et al.,28 planar support is thought to have produced relatively low edge-content MoS2 for the pristine case and with low levels of Co-doping. As noted there, the larger overpotential compared to other studies suggests that this activity is more representative of the basal plane. The distinction between the edges and basal-plane is illustrated directly in ref. 15, which reports respective overpotentials of around 0.3–0.4 V and 0.9–1.0 V. This inherent activity of the basal plane, while significantly lower than the edges, cannot be explained without introducing defects, as the pristine adsorption sites are much too unfavorable for evolution to occur. Most synthesized MoS2 does however contain a significant number of sulfur vacancies, with certain deposition methods yielding stoichiometries of MoS1.653 and MoS1.8,25 although this total deficiency will also depend in part on the stoichiometry and prevalence of the edge terminations. These vacancies create local sites with adsorption energies of roughly 0.1 eV. However, neighboring sites are not significantly activated and (assuming evenly dispersed S-vacancies) the reaction would still be limited to a Volmer–Heyrovsky mechanism. More complex defect configurations could possibly facilitate the Tafel mechanism. For reference, the Tafel slope of the basal plane of pristine MoS2 under acidic conditions has been measured to be around 120 mV dec−1,54 indicative (but not conclusive) of a mechanism rate-determined by the Volmer step, from which neither the Tafel nor Heyrovsky path can be disregarded.
Importantly, the aforementioned study finds that low levels of Co-doping is detrimental to the inherent activity, in contradiction to the results of the present study in which only stoichiometric MoS2 is considered. This indicates that the combination of atomic doping and intrinsic defects can lead to overall deactivation of the basal plane. In ref. 28, this is supported by the calculated adsorption energies and equilibrium defect configurations, and it would be interesting to study this problem in terms of activation barriers and possible reaction paths of the Co- and Ni-doped defect systems.
We summarize that a direct comparison of our results with experiment is not possible without also considering MoS2 edge sites and defects in the basal plane, as well as other possible doping configurations and interplay with inherent sulfur vacancies. A systematic investigation of activation barriers and coverage dependence across these systems is needed for drawing solid conclusions.
The overall trend of relative activity is clear in Fig. 8b, the optimum lies in the vicinity of ΔΩH ≈ 0 eV, though we note that the peaks of the directly fitted volcanoes are in this case centered at 0.3 eV. The discrepancy between the solid line and the points illustrates the expected inaccuracies associated with ΔGH as a descriptor, as the relation to the activation energy is only implicit. Overall the description works well, but comparing individual systems in terms of only ΔGH will be prone to errors. On a larger scale, it is important to note that the condition ΔGH ≈ 0 eV is not sufficient to guarantee high absolute HER activity, but is merely a necessary condition to be near the optimum for a given class of systems. As an example, we see in this study that the Heyrovsky mechanism on local impurity-induced S-sites in MoS2 behaves markedly differently from e.g. the Tafel mechanism on uniformly covered Pt(111), even if the H adsorption energy is near zero in both cases.
The calculations used a single monolayer of 2H-MoS2, but the results are expected to be representative for multi-layer slabs as the adsorption energies are found to be similar. The reaction was found to proceed predominantly through a Volmer–Heyrovsky path, where the dopant-activated sulfur sites provided a large reduction in the adsorption energy, and therefore, also in the activation energy of the Volmer step which on pristine MoS2 is so unfavorable that it essentially does not occur. Thus, the inherent activity of MoS2 observed in experiments must come from defect sites (e.g. sulfur vacancies on the basal plane) and/or from edge sites. These sites are expected to be more active than the pristine basal plane, and a full picture of the various possible sites is necessary for a more in-depth comparison with experimental data. Such an investigation is planned for future work.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3cp00516j |
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