Samuel W.
Coles
*ab,
Viktoria
Falkowski
bc,
Harry S.
Geddes
bc,
Gabriel E.
Pérez
bd,
Samuel G.
Booth
be,
Alexander G.
Squires
abf,
Conn
O'Rourke
ab,
Kit
McColl
ab,
Andrew L.
Goodwin
bc,
Serena A.
Cussen
be,
Simon J.
Clarke
bc,
M. Saiful
Islam
abg and
Benjamin J.
Morgan
*ab
aDepartment of Chemistry, University of Bath, Claverton Down, BA2 7AY, UK. E-mail: swc57@bath.ac.uk; b.j.morgan@bath.ac.uk
bThe Faraday Institution, Quad One, Harwell Science and Innovation Campus, Didcot, OX11 0RA, UK
cDepartment of Chemistry, University of Oxford, Inorganic Chemistry Laboratory, Oxford OX1 3QR, UK
dISIS Neutron and Muon Source, STFC Rutherford Appleton Laboratory, Didcot OX11 0QX, UK
eDepartment of Materials Science and Engineering, University of Sheffield, Sheffield S1 3JD, UK
fDepartment of Chemistry, University College London, London WC1H 0AJ, UK
gDepartment of Materials, University of Oxford, Oxford, OX1 3PH, UK
First published on 12th April 2023
Short-range ordering in cation-disordered cathodes can have a significant effect on their electrochemical properties. Here, we characterise the cation short-range order in the antiperovskite cathode material Li2FeSO, using density functional theory, Monte Carlo simulations, and synchrotron X-ray pair-distribution-function data. We predict partial short-range cation-ordering, characterised by favourable OLi4Fe2 oxygen coordination with a preference for polar cis-OLi4Fe2 over non-polar trans-OLi4Fe2 configurations. This preference for polar cation configurations produces long-range disorder, in agreement with experimental data. The predicted short-range-order preference contrasts with that for a simple point-charge model, which instead predicts preferential trans-OLi4Fe2 oxygen coordination and corresponding long-range crystallographic order. The absence of long-range order in Li2FeSO can therefore be attributed to the relative stability of cis-OLi4Fe2 and other non-OLi4Fe2 oxygen-coordination motifs. We show that this effect is associated with the polarisation of oxide and sulfide anions in polar coordination environments, which stabilises these polar short-range cation orderings. We propose that similar anion-polarisation-directed short-range-ordering may be present in other heterocationic materials that contain cations with different formal charges. Our analysis illustrates the limitations of using simple point-charge models to predict the structure of cation-disordered materials, where other factors, such as anion polarisation, may play a critical role in directing both short- and long-range structural correlations.
10th anniversary statementWe wish to congratulate the Journal of Materials Chemistry A on its 10 year anniversary. The continued development of novel energy materials combined and an increased understanding of their key chemical properties are critical elements in the development of a green and sustainable energy future. For the past 10 years, the Journal of Materials Chemistry A has provided a home for papers reporting diverse aspects of energy materials research. These papers have introduced new materials, have changed our understanding of existing classes of materials, and have steered how we think and enquire as scientific researchers. We congratulate the editorial team on their achievement, and look forward to a further 10 years of reading and contributing to the Journal of Materials Chemistry A. |
A full understanding of heteroatomic materials requires both an accurate description of their short-range structures and an understanding of the physical principles that promote or inhibit specific short-range orderings. Such mechanistic understanding is particularly valuable for technologically relevant materials, where targeted synthesis protocols that promote or inhibit particular local structure motifs may allow the optimisation of key material properties.
While many anion-disordered heteroanionic materials have been structurally well-characterised,1,2,19–22 cation-disordered heterocationic materials have been generally less studied. For heteroanionic materials, various general design rules have been proposed to explain particular examples of partial or full anion-ordering, based on electronic, strain, or electrostatic effects.1,2,15,20 For heterocationic materials, however, the factors that direct short-range order preferences are less well understood.23
The antiperovskite-structured lithium oxychalcogenides (Li2M)ChO (M = a transition metal; Ch = S, Se) are one family of cation-disordered materials that have been proposed as high-capacity cathodes for lithium-ion batteries.24–28 The most promising of these is the oxysulfide Li2FeSO,24–26 which has a first-cycle capacity of 275 mA h g−1 at C/10. The practical use of Li2FeSO as a cathode material is limited by capacity-fade on cycling, associated with progressive amorphisation.28 The underlying mechanism of this cycling-induced amorphisation remains unclear; in part, because the atomic structure of pristine Li2FeSO is not yet fully characterised.
Cubic antiperovskites, such as Li2FeSO, are charge-inverted structural analogues of the well-known conventional cubic perovskites. In Li2FeSO (space group Pmm; a = 3.914 Å (ref. 24)), sulfur occupies the 12-coordinate Wyckoff 1b site, oxygen occupies the 6-coordinate Wyckoff 1a site, and lithium and iron occupy the Wyckoff 3d sites in a 2:1 Li:Fe ratio (Fig. 1). Previous diffraction studies of Li2FeSO have shown an absence of cation ordering at long ranges,24,25 leading to the assignment of Li and Fe as randomly distributed over the available Wyckoff 3d sites.24 While a “fully random” cation-distribution is consistent with the previous experimental diffraction data,24,25 alternative structural models with some preferential short-range order but no long-range order would also be compatible. For mixed Li/Fe systems, such as Li2FeSO, some degree of short-range order might in fact be expected: Fe2+ ions have a higher formal charge than Li+ ions, and simple electrostatic arguments predict that cation configurations that maximise Fe–Fe separations should be energetically favoured, resulting in some form of short-range, and possibly also long-range, cation ordering.
Fig. 1 The reported antiperovskite structure (space group Pmm) of Li2FeSO.24 Oxygen occupies the 6-coordinate octahedral Wyckoff 1a site. Sulfur occupies the 12-coordinate Wyckoff 1a site. Lithium and iron are distributed over the Wyckoff 3d sites in a 2:1 ratio. |
While previous experimental data have been interpreted as evidence of random Li/Fe distribution in Li2FeSO,24 computational studies of Li2FeSO have predicted that different Li/Fe configurations give different structural energies,26,29 indicating a preference for some specific cation configurations. This apparent inconsistency raises the question of whether the Li/Fe cation distribution in Li2FeSO does in fact demonstrate preferential short-range order, and, if so, what form this takes. Secondly, if Li2FeSO does indeed exhibit short-range cation order, what is the physical origin of this cationic ordering, and can this be explained by, for example, simple models of point-charge electrostatics?26
To characterise the short-range order in Li2FeSO, we have performed density functional theory (DFT) calculations, cluster-expansion-based Monte Carlo sampling, and X-ray total scattering experiments and pair-distribution function (PDF) analysis. Our computational model predicts partial short-range ordering, characterised by a strong preference for OLi4Fe2 oxygen-coordination, with a weaker preference for cis-OLi4Fe2 over trans-OLi4Fe2 oxygen-coordination. To validate this structural model, we have compared simulated pair-distribution functions (PDFs) against our experimental PDF data. Our DFT-derived computational model gives better agreement with the experimental data than models generated assuming either a random Li/Fe distribution or using the ground-state structure from a simple point-charge electrostatic model.
We find that Li/Fe configurations that give polar anion-coordination are stabilised relative to configurations that give non-polar-anion coordination, when compared to the energy ranking predicted by a simple point-charge electrostatic model. The stabilisation of polar Li/Fe configurations can be understood as a consequence of anions with polar coordination being electronically polarised, which lowers the net electrostatic energy for these configurations. We attribute this anion-polarisation–induced cationic short-range order in Li2FeSO as a consequence of high anion polarisabilities combined with a capacity for highly polar local cation configurations, and we expect this effect to be generally applicable in cation-disordered materials where the cations have different formal charges.
Finally, we discuss the role of preferential short-range order on the presence or absence of long-range order, and characterise this in terms of the configurational density of states and the temperature dependence of short- and long-range order parameters. Preferential cis-OLi4Fe2 oxygen coordination, as predicted by our DFT calculations, means that neighbouring pairs of OLi4Fe2 octahedra are configurationally underconstrained, and can adopt various different relative orientations. This produces long-range disorder, in agreement with experimental diffraction data, and is associated with a continuous density of states and short- and long-range order parameters that vary continuously at any non-zero temperature. In contrast, preferential trans-OLi4Fe2 oxygen coordination fully constrains the relative orientations of neighbouring OLi4Fe2 pairs in two dimensions, producing long-range order. In this case, short- and long-range order parameters show strong ordering to relatively high temperatures before undergoing a more sudden change to partial disorder, characteristic of a formal order–disorder transition.
Beyond the specific case of Li2FeSO, our results demonstrate how going beyond simple point-charge models can be necessary to understand local structure in such cation-disordered materials, and highlight the role of anion polarisation in directing short-range order, and consequently the presence or absence of long-range order, in these materials.
Our DFT-CE model (Fig. 2(a)) predicts that the most likely oxygen coordination is OLi4Fe2, which accounts for 65% of the oxygen environments. Within this preferential OLi4Fe2 coordination, 81% of oxygen coordination environments are cis-OLi4Fe2 and 19% are trans-OLi4Fe2. We also predict moderate amounts of OLi3Fe3 and OLi5Fe2 oxygen-coordination, with the OLi3Fe3 environments divided 71:29 into fac and mer configurations.
For a fully random arrangement of Li and Fe, the corresponding oxygen-coordination probability distribution is a binomial distribution with p = 2/3 and n = 6 (Fig. 2(b)). This distribution is visually distinct from that obtained from our Monte Carlo simulations, demonstrating the existence of short-range order in the DFT-parametrised computational model.
The preferential OLi4Fe2 coordination predicted by Monte Carlo simulation is consistent with the predictions of simple point-charge electrostatics. Coordination environments that give “local electroneutrality” are generally expected to be favoured, as expressed by Pauling's second rule.30 Assuming formal oxidation states, for corner-sharing O2−[Lix+Fe6−x2+] octahedra local electroneutrality is achieved when x = 4, corresponding to the preferential OLi4Fe2 coordination predicted by our DFT-CE model.
While a simple point-charge electrostatic model is consistent with preferential OLi4Fe2 coordination, this model also predicts trans-OLi4Fe2 as favoured over cis-OLi4Fe2. Considering Fe and Li as point-charges with formal 2+ and 1+ charges, respectively, that occupy ideal Wyckoff 3d crystallographic sites, the electrostatic energy of a OLi4Fe2 octahedron is minimised when the Fe ions maximise their separation by occupying opposing octahedral vertices in a trans configuration. Indeed, the ground state for an on-site point-charge model is comprised of 100% trans-OLi4Fe2 coordination. At non-zero temperatures, entropic contributions mean some proportion of non-trans-OLi4Fe2 oxygen coordination is expected. Yet even at relatively high temperatures, a simple point-charge model predicts a strong preference for trans-OLi4Fe2 over cis-OLi4Fe2 oxygen coordination—for a formal-charge on-site point-charge model for Li2FeSO with relative permittivity εr = 4.78 at T = 1025 K (Fig. 2(c)), the predicted trans:cis OLi4Fe2 ratio is 69:31. Even in the high-temperature limit, where the point-charge model recovers the fully random model distribution, the ratio of OLi4Fe2trans versus cis environments is 25:75, and never reaches the ratio of 19:81 trans- to cis-OLi4Fe2 predicted by the DFT-CE model at 1025 K.
To validate our DFT-CE model, we compared the pair distribution function (PDF) obtained from X-ray total scattering of Li2FeSO to simulated PDFs for (a) the DFT-CE model, (b) the RANDOM model, and (c) the 100% trans-OLi4Fe2 structure that would be obtained from a simple point-charge electrostatic ranking of all possible Li/Fe configurations (Fig. 3). The best quality-of-fit is obtained for the DFT-CE model (Rw = 14.03%), versus Rw = 16.47% for the RANDOM model, and Rw = 35.22% for the ground-state point-charge model. The particularly poor quality-of-fit for the 100% trans-OLi4Fe2 point-charge ground-state illustrates how a simple ranking of structures based on point-charge electrostatic energies would predict a structure that is incompatible with the experimental PDF data at short range (<20 Å).
The oxygen-coordination populations obtained from the DFT-derived cluster expansion model indicate that, on average, structures with cis-OLi4Fe2 are lower in energy than those with trans-OLi4Fe2 coordination. To better characterise the relative energies of competing OLi4Fe2 cation configurations as a function of the proportion of cis- versus trans-OLi4Fe2 oxygen coordination, we calculated the energies of all symmetry-inequivalent 2 × 2 × 2 supercells containing only Li4Fe2 oxygen-coordination—i.e., every oxygen is coordinated by Li4Fe2 in either a cis or trans configuration.
Fig. 4(a) shows the distribution of these energies, relative to the ground-state, grouped by the proportion of cis oxygen coordination environments in each structure. The lowest energy structure has 100% cis-OLi4Fe2 coordination, as expected from the oxygen-coordination probabilities obtained from Monte Carlo simulation. Interestingly, the highest energy structure containing only OLi4Fe2 coordination also has 100% cis-oxygen coordination. This suggests the existence of a more complex relationship between cation configuration and energy than a simple preference for cis- versus trans-oxygen-coordination.
Fig. 4(b) shows the equivalent distribution of energies for all 100% OLi4Fe2 2 × 2 × 2 supercells for the point-charge model (εr = 4.78). Here, the lowest energy structures are 100% trans-OLi4Fe2, and the energy generally increases with increasing proportion of cis-OLi4Fe2 coordination, as expected.
In our analysis, we consider two possible contributions to the total energy that are not accounted for in a simple point-charge electrostatic model. First, anions with polar coordination can move off their formal positions to give some shorter anion–cation distances, potentially resulting in stronger anion–cation interactions. Second, anions with polar coordination will be electronically polarised, and these anion dipoles will lower the net electrostatic energy of the system relative to a simple sum over point-charge Coulomb terms. This polarisation-stabilisation effect is potentially more significant in heterocationic materials, such as Li2FeSO, where the central atom is a relatively more polarisable anion, than in conventional heteroanionic materials, such as NbO2F31 and SrNbO2N,32 where the central atom is typically a relatively unpolarisable high-formal-charge cation.
For each DFT-optimised structure, we consider the Fe–O and Fe–S distances and the magnitudes of the O and S electronic dipoles (Table 1), which we have calculated from Wannier analysis of the converged DFT calculations. In the trans structure, oxygen and sulfur both have non-polar coordination, and corresponding dipole moments of 0.00 e Å. This structure can therefore be considered a reference system in which ionic and electronic polarisation effects are absent. We also obtain reference O–Fe and S–Fe nearest-neighbour distances of 1.97 Å and 2.74 Å respectively.
Structure | X | r(Fe–X)/Å | |μX|/e Å |
---|---|---|---|
Trans low-energy | Onon-polar | 1.97 | 0.00 |
Snon-polar | 2.74 | 0.00 | |
Cis high-energy | Opolar | 1.96 | 0.41 |
Snon-polar | 2.75 | 0.00 | |
Cis ground-state | Opolar | 1.99 | 0.33 |
Spolar | 2.68 | 0.36 | |
Snon-polar | 2.73 | 0.00 |
In the cis high-energy structure, the oxygen ions have polar coordination and exhibit a dipole moment of μO = 0.41 e Å. The sulfur ions have non-polar coordination, and a dipole moment of μS = 0.00 e Å. The O–Fe nearest-neighbour distance is effectively unchanged from the value for the reference trans structure, which suggests that the relative stability of this structure relative to the 100% trans structure cannot be attributed to a change in O–Fe distance, and instead is due to the polarisation of oxygen anions in this cis-OLi4Fe2-coordination structure.
In the cis low-energy structure, all the oxygen ions and half the sulfur ions have polar coordination, and the calculated dipole moments for these polar-coordinated anions are μO = 0.33 e Å and μS = 0.36 e Å, respectively. The polarisation of both oxygen and sulfur correlates with the lower energy of this 100% cis-OLi4Fe2 structure relative to the cis high-energy structure. In the cis high-energy structure, only the oxygen anions are polarised. In the cis ground-state structure, half the sulfur anions are also polarised, which provides additional dipole stabilisation, bringing the energy of this structure lower than that of the trans reference. For the cis ground-state structure, the O–Fe nearest-neighbour distance again is effectively unchanged from the reference trans value, while the S–Fe nearest-neighbour distance decreases to 2.68 Å. This off-site sulfur displacement potentially further stabilises this structure relative to the reference on-site point-charge model.
In heteroanionic oxyfluorides and oxynitrides, transition metals with polar six-coordinate cis or fac coordination move off-site to give shorter transition metal–oxygen distances, which stabilises these coordination geometries due to increased transition metal–oxygen covalent bonding.2,22,32–36 To characterise the degree of covalency in Li2FeSO, and whether this varies with different short-range anion–cation coordination configurations, we calculated integrated crystal orbital bond index (ICOBI)37 values for all adjacent Fe–O pairs in each of our exemplar structures. We obtain values of 0.22 to 0.25 for the three structures, which are indicative of Li2FeSO being highly ionic‡ (see the ESI for details†).
The observation that anions with polar coordination are themselves electronically polarised explains the average increased stability of cis-OLi4Fe2 structures relative to trans-OLi4Fe2 structures, when comparing DFT-predicted energies to the corresponding energies from the simple-point charge model (Fig. 4). The formation of dipoles lowers the energy of a given structure relative to the corresponding point-charge model energy, which does not account for electronic polarisation. The cis-OLi4Fe2 structures have polar oxygen coordination and exhibit strong oxygen polarisation, while the trans-OLi4Fe2 structures have non-polar oxygen coordination and corresponding negligible oxygen polarisation. On average, therefore, all cis-OLi4Fe2 structures are more stable, relative to the trans-OLi4Fe2 structures, than would be expected from simple point-charge electrostatics.
In structures where oxygen and sulfur both have polar coordination, both anions are polarised, giving greater net stabilisation relative to the point-charge model. The effect of joint oxygen and sulfur polarisation is highlighted by comparing the relative energies of the cis ground-state and cis high-energy structures described above, predicted by the point-charge model versus the full DFT calculations. The point-charge model predicts that the cis ground-state structure has a higher energy than the cis high-energy structure (ΔE = 36.0 meV per atom), while the DFT calculations predict that the cis ground-state structure is more stable by ΔE = −25.7 meV per atom; we attribute this inversion of relative energies between the point-charge model and DFT data to the additional stabilising effect of sulfur polarisation in the cis ground-state structure.
These short-range order preferences have a direct effect on the form and degree of long-range order in Li2FeSO. The role of preferential short-range order in directing long-range order is illustrated schematically in Fig. 6. This figure shows examples for idealised 100% cis versus 100% trans-OLi4Fe2 coordination, i.e., the preferred local ordering as T → 0 K for OLi4Fe2 as modelled using DFT and as predicted from a simple point-charge model, respectively.
For a Li/Fe configuration with 100% cis-OLi4Fe2 oxygen coordination, the relative cation configurations around pairs of corner-sharing OLi4Fe2 octahedra are only partially correlated. For any individual cis-OLi4Fe2 octahedron, the neighbouring octahedra can adopt any of four possible configurations that preserve the local cis coordination. This configurational underconstraint38 means that even in a 100% cis-OLi4Fe2 system, cation site occupations progressively decorrelate with increasing cation–cation separation. At long range the Fe and Li site occupations are fully uncorrelated (Fig. 6(a)), mirroring the lack of long-range cation order observed in diffraction experiments.24,25
The configurational underconstraint exhibited in a 100% cis-OLi4Fe2 system can be contrasted with the character of a 100% trans-OLi4Fe2 system. For this different short-range order preference, the relative orientation of each trans-OLi4Fe2 coordinated octahedron fully constrains the orientations of four “in-plane” neighbouring octahedra (Fig. 6(b)) This short-range configurational constraint enforces long-range cation order in two dimensions; adjacent 2D planes can have mutually parallel or perpendicular relative orientations.§ Hence, a structure comprised of corner-sharing A2B4-octahedra with a short-range preference for trans-coordination is expected to be long-range ordered, while an otherwise equivalent structure with a short-range preference for cis-coordination is expected to be long-range disordered.¶
This analysis of idealised 100% cis- or trans-OLi4Fe2 systems illustrates that in the limit of T = 0 K, different short-range order preferences are predicted to lead to qualitative differences in the degree of long-range order. In as-synthesised Li2FeSO we expect a range of local coordination environments, as sampled in our Monte Carlo simulations. The relationship between short-range order and long-range order as a function of configurational temperature can be quantified by considering appropriate short-range and long-range order parameters. Fig. 7(a) and (b) show calculated short-range and long-range order parameters, ΦSR and ΦLR, for the DFT-derived DFT-CE cluster expansion model and the on-site point-charge PC-CE model, respectively, calculated as a thermal average over all possible 2 × 2 × 2 Li2FeSO supercells. For both models the long-range order parameter is defined as the proportion of collinear Fe–O–Fe units; in a 2 × 2 × 2 supercell this is equivalent to long-range Fe–O–Fe–O–Fe ordering. The short-range order parameter in each case is defined as the proportion of cis or trans OLi4Fe2 units in the DFT-CE and PC-CE models, respectively, i.e., it is the proportion of oxygen coordination environments that adopt the preferential T = 0 K short-range ordering.
For the DFT-CE model, at T = 0 K, ΦSR = 1 and ΦLR = 0, as expected from the discussion above (Fig. 6). As the temperature is increased, the short-range order parameter starts to decrease, even at relatively low temperatures, and the long-range order parameter shows a small increase. These short-range and long-range order parameters continuously decrease and increase, respectively, as the temperature is increased. Even at relatively high temperature, however, the long-range order parameter ΦLR is still low, and there is no temperature regime where significant long-range ordering is predicted. In contrast, for the PC-CE (εr = 4.78) model, there is strong ordering at both short- and long-ranges until nearly T = 1000 K. Above T ≈ 1000 K both order parameters start to decrease. The correlation between ΦSR and ΦLR is expected because of the similarity in how these are defined for this system, and because of the long-range ordering promoted by preferential trans-OLi4Fe2 coordination.
The DFT-CE and PC-CE models therefore show somewhat qualitatively different changes in their short-range order, and hence in their long-range order, as a function of temperature. For the DFT-CE model, any increase in temperature above T = 0 K progressively disrupts the preferential cis-OLi4Fe2 coordination. For the PC-CE model, however, the short- and long-range order are resistant to thermal disordering up to T = 1000 K. This difference in behaviour can be understood by comparing the configurational densities of states (cDOS) for these two models (Fig. 7(c) and (d)). The DFT-CE model gives a relatively narrow cDOS. Not all cation configurations are thermally accessible at 1025 K, but the distribution of thermally accessible states forms a continuous distribution that includes a relatively large number of inequivalent cation configurations. For the point-charge PC-CE model, in contrast, the thermally accessible states at 1025 K are largely restricted to a very narrow distribution at low energy that is split off from the other states by a large energy-gap. This low energy peak consists entirely of 100% trans-OLi4Fe2 configurations, and we therefore observe strong long-range ordering even at 1025 K, with the sudden onset of disordering above this temperature indicative of a formal order–disorder transition.
To better understand the physical basis for these short-range order preferences, we performed an analysis of the energies of all possible 2 × 2 × 2 Li2FeSO supercells, using our DFT-derived cluster-expansion model, and compared these results to the corresponding energies predicted by a simple electrostatic model, wherein the Li and Fe cations are treated as point charges fixed at their formal crystallographic positions. This analysis showed that, relative to the simple point-charge model, cation configurations with polar anion coordination, e.g., cis-OLi4Fe2, are stabilised relative to configurations with non-polar anion coordination, e.g., trans-OLi4Fe2.
The stabilisation of polar anion coordination environments in heterocationic Li2FeSO is functionally similar to the stabilisation of polar cation coordination environments in heteroanionic transition-metal oxyfluorides and oxynitrides,2 such as NbO2F31 and SrNbO2N.32·In Li2FeSO, however, this stabilisation of lower-symmetry polar coordination environments appears to have a different physical origin. In transition-metal oxyfluorides and oxynitrides, polar cation coordination environments are stabilised through off-centre displacements of the central transition-metal cation, to give enhanced covalent bonding between the central cation and the coordinating heteroanions.22,32,34,35 Here, we identify a different mechanism, whereby anions with polar heterocationic coordination are electronically polarised, with the resulting dipoles lowering the net electrostatic energy of the system. We expect this mechanism to be quite general for heterovalent (cations with different formal oxidation states) heterocationic materials. This mechanism of anion-polarisation-mediated stabilisation of polar heterocationic coordination environments requires only that the central ion is polarisable, and that polar coordination configurations of the heterocations produce an electric field. This provides a possible explanation for the difference in physical mechanism responsible for short-range order in Li2FeSO versus previously studied heteroanionic transition-metal systems: the central ions in heterocationic materials are softer more-polarisable anions, while in heteroanionic materials the central ions are typically harder less-polarisable high-valence cations.
We have also examined how the precise form of preferential short-range order dictates the presence or absence of long-range order. In Li2FeSO, where the preferential short-range ordering gives configurationally underconstrained preferential cis-OLi4Fe2 coordination, there is no long-range cation order, even at T = 0 K. We have contrasted this with the behaviour in a system where short-range ordering is directed purely by point-charge electrostatics. In this case, the preferential short-range ordering gives configurationally constrained trans-OLi4Fe2 coordination, and at T = 0 K the system is fully long-range ordered. By comparing different models for Li2FeSO we show that in the configurationally underconstrained DFT-predicted system, short- and long-range order parameters vary continuously at any non-zero temperature. In contrast, in the configurationally constrained point-charge model, short- and long-range order parameters show strong ordering to relatively high temperatures, before the onset of partial disordering. This temperature dependent onset of disorder is characteristic of a formal order–disorder transition, and can be understood as a consequence of a significant energy gap between fully ordered and disordered structures.
More generally, the results and analysis presented here illustrate how it can be necessary to go beyond simple point-charge models to predict or understand local structure in cation-disordered materials, and highlight the role of anion polarisation in directing short-range order and consequently explaining the presence or absence of long-range order.
To quantify anion polarisation in select structures we performed additional post-processing to compute the set of maximally-localised Wannier functions44 using the Wannier90 code.45 Dipoles on the ions of the cathode material are obtained by associating Wannier centres with ions and calculation of the dipole from the vectors between positively charged ionic cores and the negatively charged ionic centres. Full details are provided in the supporting dataset.56
To allow the computationally efficient evaluation of relative energies of Li2FeSO structures with different Li/Fe configurations, we parametrised a cluster-expansion effective Hamiltonian46,47 by fitting to the DFT-calculated energies for 111 Li2FeSO configurations, using the ICET and TRAINSTATION packages,48 with a limit of a maximum of 40 non-zero features. We use the Least Absolute Shrinkage and Selection Operator (LASSO), in combination with recursive feature elimination. The resulting cluster-expansion model gives a cross-validation score of 8 meV per atom. To construct our simple point-charge model, we fit a second cluster expansion Hamiltonian (PC-CE) to the energies obtained from an Ewald sum with a relative permittivity of εr = 4.78,|| for ions with formal charges positioned at their corresponding crystallographic sites. This model was fitted against all symmetry inequivalent arrangements of ions within 2 × 1 × 1 and 2 × 2 × 1 supercells.50 Both cluster expansions were fit using the standard sinusoidal basis function used by ICET, and considered all possible two, three, and four-body terms within cutoffs of 15 Å, 9 Å, and 5 Å respectively. For both cluster expansion models, this fitting procedure gave no non-zero four-body terms (a full description of the fitted cluster-expansion weights is available as GitHub repository information – see Data availability).
To investigate the influence of magnetic ordering on the predictive accuracy of our cluster expansion model, we considered the three exemplar structures discussed in detail in the main manuscript and performed additional calculations imposing antiferromagnetic ordering. For all three calculations, antiferromagnetic (AFM) ordering was predicted to be more stable than ferromagnetic (FM) ordering by between 7 meV per atom and 10 meV per atom, in agreement with the equivalent analysis reported in ref. 29. For our cluster expansion model we are interested in relative energies of different Li/Fe configurations. The change in relative energy for the three test structures produced by using energies with AFM ordering rather then FM ordering is <2 meV per atom (further details are given in the ESI†), which is both much smaller than the cross-validation score for our CE model of 8 meV per atom, and is negligible at our Monte Carlo simulation temperature of 1050 K.
To model the probable distribution of different Li/Fe configurations, we performed lattice Monte Carlo simulations using our parametrised cluster-expansion Hamiltonian, using the mchammer software package.48 These Monte Carlo simulations were performed in the canonical ensemble for 8 × 8 × 8 supercells using both the DFT and electrostatic fitted Hamiltonians. Initial configurations were generated at random, and then annealed from 20 000 K to 1025 K, which corresponds to the experimental synthesis temperature, with 500000 attempted steps (approximately 32.5 MC cycles), followed by a production run at 1025 K of 1000000 attempted steps (approximately 641 MC cycles). Our reference distributions for fully random Li/Fe configurations were generated from a sample of 1000 random arrangements of cations. For the modelling of PDF data we generated 4 × 4 × 4 supercells using this same procedure, that were then relaxed using DFT using the same protocol as for the initial training set. For PDF modelling of a “random” Li/Fe distribution we used a special quasi-random structure51 within the same 4 × 4 × 4 supercell.
The three structures used for comparison with the experimental PDF were generated as follows: the 4 × 4 × 4 DFT-CE structure was generated from lattice Monte Carlo simulations using the ICET library, following the same MC protocol as described above; the 4 × 4 × 4 RANDOM structure was generated as a special quasi-random structure using ICET; the ordered trans-structure is the electrostatic ground state, as obtained from a full enumeration of all 2 × 2 × 2 cells, with energies calculated by Ewald summation using PYMATGEN.
X-ray total scattering data were collected at beamline I15-1 at the Diamond Light Source with an X-ray beam of energy 76.69 keV (λ = 0.1617 Å) and a PerkinElmer XRD 1611 CP3 area detector. Data reduction and normalisation were performed using DAWN52 and GudrunX53,54 respectively, with Qmin = 0.5 Å−1 and Qmax = 28.0 Å−1. Pair distribution function (PDF) refinements were performed using the PDFgui software.55 PDF fits were performed in the range 1.5 ≤ r ≤ 20 Å the following parameters were refined in each case: scale factor, lattice parameters a, b, and c, atomic correlation factor, and isotropic displacement parameters for each element. A LiFeO2 disordered rocksalt side phase was identified from conventional Rietveld analysis and was included in the real-space refinements.
Footnotes |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d2ta10037a |
‡ The ICOBI values reported here are comparable to those of ionic salts, such as LiCl.37 |
§ The lowest energy 100% trans-OLi4Fe2 configuration for both the DFT-CE and PC-CE models corresponds to perpendicular Fe–O–Fe chains in each alternating 2D plane, which maximises the distance between Fe–Fe pairs in these adjacent layers. |
¶ This effect, where the geometry of structural building blocks dictates the degree and form of long-range order in different materials, has previously been discussed by Overy et al. in the context of generalised ice rules.39 The all-cis and all-trans structures discussed here (Fig. 6) correspond to the C4C and C4T procrystalline systems, respectively. |
|| εr = 4.78 is the electronic contribution to the static dielectric constant, calculated using dielectric perturbation theory49 using the HSE06 hybrid functional and a 4 × 4 × 4 k-point grid. |
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