Open Access Article
V.
Kocevski
*a,
J. A.
Valdez
a,
B. K.
Derby
b,
Y. Q.
Wang
a,
G.
Pilania
a and
B. P.
Uberuaga
a
aMaterials Science and Technology Division, Los Alamos National Laboratory, Los Alamos, NM 87545, USA. E-mail: kocevski@lanl.gov; vancho.vk@gmail.com
bCenter for Integrated Nanotechnologies, Los Alamos National Laboratory, Los Alamos, NM 87545, USA
First published on 13th January 2023
Metastable forms of matter are invaluable to our everyday lives, from advancing technology to understanding biological processes, with their unique properties often offering novel functionality. Despite their importance, synthesizing metastable phases is more art than science, often either serendipitous or trial-and-error. Insight into the amount of stored energy needed to form a metastable phase can aid in their fabrication. Here, we calculate metastable phase diagrams, from which we extract the metastability threshold – the excess energy stored in the metastable phase relative to the ground state. Using lanthanide sesquioxides (Ln2O3) as a case study, we demonstrate how metastable phase diagrams provide new insight into their synthesis and irradiation behavior. We successfully predict the sequence of metastable phases induced by irradiation in Lu2O3, forming three metastable phases with increasing irradiation fluence.
A group of materials having rich polymorphism with various properties shown to form metastable phases are lanthanide sesquioxides (Ln2O3), making them an ideal case study for understanding metastable phase formation. The relative ease with which they transform to different polymorphs enhances their ionic conductivity and amorphization resistance, making them useful for solid oxide fuel cells1 and irradiation resistant materials.2 Ln2O3s are also used as gate oxides,3–5 ultrafast and high-power solid-state lasers,6–9 heterogeneous catalysts,10–12 high performance super-capacitors,13 corrosion resistive coatings,3,14 and in biomedical applications.15–17 Furthermore, their functionality often depends on the formation of metastable phases; for example, the metastable phases have a much higher dielectric constant compared to the ground state phase, which makes them attractive as high-κ gate oxides.5,18,19 To analyze the propensity of Ln2O3 compounds to form metastable phases, we use density functional theory (DFT) to determine the metastability threshold of all relevant phases (see Fig. 1b) and use those to generate metastable phase diagrams (see Fig. 1c). The metastable phase diagrams were ultimately used to understand the formation of metastable phases and predict which metastable phases can form at specific conditions.
As highlighted in Fig. 2a, five polymorphs of Ln2O3 have been reported, termed as A, B, C, H and X, with their stability depending on the temperature and pressure. At room temperature and atmospheric pressure, lanthanides with large ionic radius (La–Nd) preferably adopt a trigonal A phase, while the smaller lanthanides (Pm–Lu) adopt a cubic C phase. At intermediate temperatures (1000–2000 K), lanthanides with intermediate radius (Sm–Ho) adopt a monoclinic B phase. At high temperatures (>2000 K), the Ln2O3 form two disordered phases, the hexagonal H and cubic X phases, with the H phase forming at lower temperatures than the X phase. These structures are highlighted in Fig. 2b–d.
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| Fig. 2 (a) Phase diagram of the Ln2O3 (Ln = La–Lu) oxides [Adapted from ref. 39]. The C, A, H, B and X phase regions are shown in blue, magenta, red, yellow, and light blue, respectively. Structures of Ln2O3 phases: (b) trigonal/hexagonal (A and H), (c) cubic (C and X), and (d) monoclinic (B) phases. The Ln and O atoms are shown in green and red, respectively. The partially occupied O sites are shown in orange. For better comparison between the A and H phases, in the H phase structure the O sites also occupied in the A phase are circled with red dashed lines. Evidently, the H phase contains the same O sites as the A phase; hence, the H phase can be viewed as an oxygen disordered variant of the A phase. The cationic sublattice of the X phase is body center cubic (bcc) which can be turned into body center tetragonal (bct) by a 45° rotation around the c-axis (c). The arrow highlights how a tetragonal distortion along the c-axis would make the X phase cationic sublattice shift from bct to fcc, the same as the cationic sublattice of the C phase (c). (e) Energy of the ordered phases Φ relative to the C phase, ΔE(Φ–C), as a function of the cationic radius (ri), as calculated via DFT. (f) Phase stability regions in Ln2O3 as a function of temperature. (g) Energy of all studied phase (ordered and disordered) relative to the C phase, ΔE(Φ–C), as a function of the cationic radius (ri) as calculated by DFT. (h) Phase stability regions in Ln2O3 as a function of temperature. (i) Adjusted ΔE(Φ–C) for all studied phases (see text for details). (j) Phase stability regions as a function of temperature based on adjusted energies. The data for the C, A, H, B and X phases are shown in blue (dashed line), magenta (squares), red (diamonds), yellow (circles), and light blue (triangles), respectively. | ||
Our current knowledge of the stability of these phases and which are likely to form under non-equilibrium conditions comes from extensive experimental trial and error. One way to predict which metastable phases can form before performing experiments is to use DFT calculations. Over the years, DFT has been demonstrated to be a valuable tool that complements experimental findings, provides a more fundamental understanding of observed phenomena, and predicts novel phases. However, there are limited number of DFT studies focused on the formation of metastable phases and the thermodynamic conditions for their formation.20–25 This work goes beyond the previous studies by focusing on the stability and formability of metastable Ln2O3 polymorphs using various synthesis methods and irradiation, utilizing calculated thermodynamic properties of these structures.
For the purpose of our study, we chose Ln2O3 with Ln = La, Nd, Sm, Gd, Dy, Er, and Lu, lanthanides that display different phase behavior at low and high temperatures, as shown in Fig. 2a, while capturing chemical trends over the entire lanthanide series. This system provides a valuable case study for testing methodology as the phase behavior varies systematically with chemistry, and there is extensive experimental data of phase formation under non-equilibrium conditions to compare against. We compare the calculated and experimental phase stability of the different Ln2O3 phases as a function of chemistry. We then calculate the metastable phase diagrams, from which we extract the metastability threshold of the studied phases – defined to be the amount of stored energy at which that phase becomes competitive with the ground state phase – and correlate it with the experimentally observed metastable phases to rationalize and predict the formation of metastable phases. To test and validate our predictions, we synthesized Lu2O3 pellets, irradiated them to different fluences, and characterized the irradiated structures. Our results highlight how first-principles thermodynamics can be used to assess, interpret, and even predict the metastability of compounds under non-equilibrium conditions, providing new avenues for materials design. Also, our work demonstrates that multiple phase transitions are possible under increasing irradiation fluence, increasing our ability to tune the structure and thus the applicability of materials.
More rigorous approaches would consider the influence of defects on phase stability, the kinetic mechanisms that dictate the rate at which phases transform and the lifetime of metastable phases. However, the prohibitively high computational cost of accounting for all such effects makes such an approach feasible only for a very small set of structures and chemistries. The main goal of this study is to showcase that a simple computational approach can provide an initial, computationally inexpensive screening for the possibility of accessing metastable phases, based on the energy required for their formation.
To model the partial occupancy of the O site in the disordered phases, H and X, we generated special quasirandom structures (SQS) of their 2 × 2 × 2 supercell of the conventional cells having ½ oxygen using the mcsqs tool.37 Note that the H phase structure of La2O3 reported in ICSD has two different O sites (2a and 4f), and when generating the SQS we considered that both sites are independently occupied. Also, the H phase structure in ICSD has partially occupied cationic sites, but the two sites are spatially very close to each other, separated by only 0.28 Å, and thus, we considered the cations to occupy only one site having average coordinates of the two sites. The relaxed crystallographic parameters of the studied polymorphs for all studied chemistries are given in Table S1 (ESI†).
To evaluate the stability of the different phases at finite temperature, the vibrational contribution to the free energy is required, which can be calculated using the phonon dispersion. The phonon dispersion, in turn, was calculated using the PHONOPY code,38 employing the finite displacement method in a 2 × 2 × 2 supercell of each phase's respective unit cell, except for the A and B phases, for which we used different supercells to obtain positive phonon frequencies (see Fig. S1a and b, ESI†). For the A phase we used a 3 × 3 × 2 supercell, while for the B phase we used a 1 × 4 × 2 supercell. Note that we chose these supercell sizes because the three lattice parameters are much closer to each other compared to a 2 × 2 × 2 supercell. For the B phase we also had to explicitly specify the B phase primitive cell vectors (0.5, 0.5, 0.0) (−0.5, 0.5, 0.0) (0.0, 0.0, 1.0) to obtain positive phonon frequencies (see Fig. S1b, ESI†). The X phase exhibits imaginary phonon frequencies (see Fig. S1c, ESI†), which means that the relaxed structure is dynamically unstable, and a more stable structure with slightly different phonon dispersion exists (possibly related to relaxation of the oxygen associated with short-ranged order). However, the imaginary phonon band is very small, and therefore, removing this band would have a minimal influence on the vibrational entropy of the X phase.
The vibrational contribution to the free energy, Fvib, was calculated using the equation:
![]() | (1) |
| G(T) = E + Fvib, | (2) |
| G(T) = H + Fvib − TSconf. | (3) |
S conf is calculated using Boltzmann's entropy formula:
![]() | (4) |
are different. The H phase has two partially occupied oxygen sites with g = 2 and 4, while the X phase has only one partially occupied oxygen site with g = 6. The different degeneracy of the O sites in the H and X phase gives rise to
of 12 and 20, respectively. The use of SQS and eqn (4) to describe these disordered compounds inherently assumes that they are randomly disorder. Recent work has shown that these types of materials exhibit short range order in their disordered state.40 However, we have shown that the fully random limit reproduces experimental trends in disordering tendencies41 and so, for convenience, we make that assumption here.
The metastable phase diagrams were built using the approach described by Srinivasan et al.25 First, the metastable Gibbs energy, ΔGms(T), is calculated as:
| ΔGms(T) = Gms(T) − Ggs(T), | (5) |
| 0 ≤ ΔGΦms(T) ≤ ΔG, and ≤ ΔGΦms(T) > ΔGother phasems(T). | (6) |
From eqn (5) and (6), it is evident that for those Ln2O3 with multiple stable phases, the ground state phase will change with increasing temperature. Fig. 3b shows the free energy of the different phases relative to phase C while Fig. 3c shows the free energy of those phases relative to the ground state at temperature T for Sm2O3. Since the C phase is not always the ground state, the relative energies in Fig. 3b can be negative. However, by construction, they are always positive in Fig. 3c. Finally, in Fig. 3d, we present the metastable phase diagram of Sm2O3, in which the stability windows of the different polymorphs of Sm2O3 are shown versus temperature and ΔG – the metastable phase diagrams for all studied Ln2O3 chemistries are reported in Fig. S2 (ESI†). To find what energy is stored in an experimentally observed metastable phase Φ at temperature T, we extract the metastability threshold (ΔGms) from the metastable phase diagrams (see Fig. 1b). See Fig. 3g for more details how the metastability threshold is calculated. Note that the choice for the highest ΔG of 45 meV per atom for representing the metastable phase diagrams is arbitrary, and a better choice for the highest ΔG would be the thermodynamic limit – the energy difference between an amorphous phase and the ground state;22 however, we do not know the thermodynamic limit for these compounds.
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| Fig. 3 (a) Schematic representation of the approach for identifying metastable phases (see eqn (6)). (b) G(T) of Sm2O3 phases relative the C phase, ΔG (Φ–C) as function of temperature; the thicker lines represent the ground state phases. (c) Metastability threshold of the Sm2O3 phases as a function of temperature, i.e., the free energy of the different polymorphs relative to the ground state phase at temperature T. (d) Sm2O3 metastable phase diagram. The dashed lines connect temperatures at which the ground state changes or there is a change in the metastable phase. Metastable phase diagrams for (e) Er2O3 and (f) Gd2O3. In (e), the lines indicate how different drivers push the system in different directions along the metastable phase diagram. The inset in (f) shows one example where multiple metastable phases intersect. (g) Schematic representation of the method for extracting the metastability threshold (ΔGms) of different phases at given T from a metastability phase diagram. The C, A, H, B and X phases are shown in blue, magenta, red, yellow and light blue, respectively. | ||
The metastable phase diagrams depend on G(T), and hence, having reliable G(T) is very important. From Fig. 2h it is evident that, using G(T) solely based on our DFT calculations, the disordered phases dominate over the ordered phases, which arises from the added configurational entropy of the disordered phases, lowering their G(T). Thus, to obtain better agreement with experiment, we resorted to an additive positive shift to the energies of the disordered phases, so their experimental phase transition temperatures are reproduced. To reproduce the linear trend in ΔE(Φ–C) as function of the cation type seen in Fig. 2g, we also added a negative shift to the energy of the La2O3 A phase. The shifting parameters applied to the enthalpies of each phase are given in Table S2 (ESI†) while the ΔE(Φ–C) resulting from applying those shifts are shown in Fig. 2i. Alternatively, DFT+U can be used, which has been shown to give better agreement with experimental order–disorder transition temperatures of lanthanide-containing pyrochlores;42 however, we would need to find appropriate values of U for each chemistry and polymorph of Ln2O3 studied here because of the different coordination number of the cations in the different phases. That would be a challenging task, raising questions of how to compare energies of systems with different values of U, and in the end, reducing to another set of fitting parameters. We therefore choose the more pragmatic route here.
space group (C phase) as in the mineral bixbyite.
eV for Lu and O.
The finite temperature stability of the phases shown in Fig. 2f, obtained by calculating their Gibbs energies G(T) (eqn (2)) as detailed in the Methods, are directly comparable with experiments. We correctly find that La2O3 should only form the A phase, while the B phase energy is negligibly higher (ΔE(B–A) < 0.1 meV per atom), suggesting that, in principle, both phases should be able to form. However, the B phase of La2O3 is dynamically unstable, which explains why the B phase has not been reported for La2O3. In the case of Nd2O3, we find that the A phase should form above 320 K, which is close to room temperature (298.15 K) where the A phase has been reported experimentally. Interestingly, initial attempts at the synthesis of Nd2O3 reported the C phase at room temperature,39,45,46 suggesting that the C phase might be stable at lower temperatures, but there are no measurements of a phase transition below room temperature or estimates of C → A transition temperature using thermodynamic modeling. When it comes to the other sesquioxides, we underestimate the C → B transition temperatures of Sm2O3, Gd2O3, and Dy2O3 by approximately 300 K. On the other hand, we reproduce the experimental C → B phase transition temperature for Er2O3, while Lu2O3 is stable in the C phase up to the melt, ∼2800 K. Overall, while there are some quantitative differences between our predictions and the experimental literature, the trends in the phase stability of the ordered phases versus chemistry are well reproduced by our calculations.
To evaluate the phase stability regions versus temperature of the disordered phases, we calculate their G(T), shown in Fig. 2h, using eqn (3). Clearly, and in contrast to experiment, the disordered phases H and X dominate the phase stability region of for all Ln2O3, and are the only phases present in addition to the C phase. The only exception is Nd2O3, where a small stability region for the A phase is identified; however, this stability region is smaller by an order of magnitude compared to experiment. In contrast, and as discussed above, we were able to reproduce the phase stability of the ordered phases. Thus, to obtain better agreement with experiment, we resort to empirically correcting our DFT energies by adding a positive shift to the energies of the disordered phases, as shown in Fig. 2i, so the experimental phase transition temperatures are reproduced (see Fig. 2j); see Methods section for more details. This amounts to an added enthalpic penalty for the disordered phases. Alternatively, the configurational entropy could be modified to include contributions from short-range ordering, known to reduce the magnitude of configuration entropy in disordered phases;47 however, identifying the detailed short-range order of a disordered compound as a function of temperature requires extensive experiments and/or calculations, both of which are outside of the scope of this study. Thus, while multiple factors may account for the discrepancy between the theoretical and experimental G(T) for these disordered phases, we choose to incorporate that difference as a shift in the enthalpy.
Detailed in Table 1 are experimentally synthesized Ln2O3 metastable phases that have been reported in the literature, including their synthesis method, temperature, and metastability threshold (ΔGms) as determined by our analysis. This metastability threshold can be viewed as the amount of stored energy in the ground state at which the indicated phase becomes energetically competitive. That is, conceptually, if we introduce an excess energy of ΔGms into the ground state phase, the associated metastable phase will be degenerate in energy (assuming it has no stored energy of its own). Via synthesis from salts and hydrothermal synthesis, only those Ln2O3 oxides with cationic radii larger than Gd are reported to form metastable phases. The reason for the anomalous behavior of La2O3 is the high stability of the A phase, which yields a large metastability threshold (>19 eV per atom at 300 K) for the other phases (see Fig. S2a, ESI†), requiring different methodology, such as molecular beam epitaxy with stabilization via strain, to produce the metastable C phase. Layers of metastable C phase of Nd2O3 and B phase of Gd2O3 have also been produced by magnetron sputtering and molecular beam epitaxy. In the case of the smaller cations, introducing a sputtering power56 or negative biased voltage55 helps in producing the B phase of Er2O3, although its metastability threshold is large (see Table 1 and Fig. 1a).
| Oxide | Φ | Synthesis method/radiation | T [K] | Ref. | ΔGms |
|---|---|---|---|---|---|
| Nd2O3 | C | Hydrothermal | 970 | 48 | 6.9 |
| Nd2O3 | B | Hydrothermal | 1205 | 48 | 3.1 |
| Nd2O3 | C | Nitrate solid state | 860, 1080 | 45 and 49 | 6.5, 8.0 |
| Nd2O3 | C | Carbonate decomposition | 790, 820–1020 | 45 and 49 | 5.3–7.4 |
| Nd2O3 | C | Oxalate decomposition | 820, 920–1020 | 45 and 49 | 6.4–7.4 |
| Nd2O3 | C | Hydroxide decomposition | 820–1020 | 45 | 5.3–7.4 |
| Nd2O3 | C | Acetate combustion | 1050 | 45 | 7.7 |
| Sm2O3 | B | Fused nitride decomposition | 700 | 50 | 1.8 |
| Sm2O3 | C | Chloride decomposition | 1170 | 51 | 5.6 |
| Gd2O3 | B | Fused nitride decomposition | 700 | 50 | 7.8 |
| La2O3 | C | Molecular beam epitaxy <2 nm | 1020 | 52 | 27.2 |
| Nd2O3 | C | Molecular beam epitaxy | 950 | 53 | 6.6 |
| Nd2O3 | C | Magnetron sputtering | 420 | 18 | 1.2 |
| Gd2O3 | B | Magnetron sputtering system | 920 | 54 | 4.6 |
| Gd2O3 | B | Molecular beam epitaxy | 520 | 19 | 10.2 |
| Er2O3 | B | Pulsed magnetron sputtering | <620 | 55 | 23.8 |
| Er2O3 | B | Filtered cathode Arc | <770 | 56 | 21.9 |
| Dy2O3 | B | 300 keV Kr++ ions; 5 dpa | 120 | 57 | 22.3 |
| Er2O3 | B | 300 keV Kr++ ions; 17 dpa | 120 | 57 | 29.8 |
| Dy2O3 | H | 300 keV Kr++ ions; 125 dpa | 120 | 58 | 91.1 |
Another way to produce metastable phases with high metastability thresholds at low temperatures is by irradiation. Tang et al. have shown that irradiating the C phase of Dy2O3 and Er2O3 with 300 keV Kr++ ions at 120 K produces the B phase57 and the H phase for Dy2O3,58 with the lowest irradiation dose producing the B and H phases listed in Table 1. The higher irradiation dose required for Er2O3 agrees with the larger metastability threshold of Er2O3 compared to Dy2O3 (see Table 1). Also, the higher irradiation dose used to produce Dy2O3 H phase correlates with the larger metastability threshold of the H phase than the B phase.
For additional characterization of the irradiated Lu2O3 pellets we used scanning/transmission electron microscopy (S/TEM) (Fig. 4d) and selected area electron diffraction (SAED) of the irradiated region (Fig. 4e) and the bulk of the pellet (Fig. 4f). The irradiation depth in the Lu2O3 pellet is ∼150 nm, as shown in Fig. 4b. A high-resolution S/TEM image of the irradiated region of the pellet is shown in Fig. 4g. Together, the S/TEM and SAED reveal the existence of multiple phases in the irradiated region of Lu2O3, and the C phase in the unirradiated region of the pellet, indicating that the radiation-induced phase transformation involves a complex post-irradiation microstructure. We note that these results are in contrast with previous experiments, which reported no phase transition in irradiated Lu2O3.57 This sequence of metastable phases – C → B → A + X → X – is very close to the sequence of metastable phases we predict for this system, as highlighted in Fig. 4c.
As illustrated in Fig. 3e, increasing the temperature lowers the metastability threshold, allowing, in principle, for easier production of the metastable phases – less stored energy is needed to access the metastable phases. However, at elevated temperatures the rate of kinetic pathways is also increased, providing easier access to the equilibrium phases – as described in Fig. 1a, the rate of overcoming the barrier from the metastable phase to the ground state is higher at higher temperature. In the case of Nd2O3, both Stecura49 and Glushkova et al.45 show that the dominant phase at higher temperatures is the ground state A phase regardless of the Nd salt used, while Wendlandt showed that Sm and Gd also form their ground state phases at elevated temperatures.51 This indicates that, although the metastability threshold is decreased at higher temperatures, the kinetic hindrance is also removed, and the system can reach the thermodynamically-preferred the ground state phase. Hence, increasing the temperature is not enough to overcome the metastability threshold of those oxides with a higher threshold (Ln2O3 oxides with smaller ions and La2O3), and other non-equilibrium methods need to be applied. The negative biased voltage and sputtering power used in some synthesis approaches add enough energy at lower temperature to overcome the metastability threshold of Er2O3 without influencing the kinetics. As in the case of the other Ln2O3 oxides, increasing the temperature stabilizes the ground state C phase of Er2O3 in both synthesis methods. Metastable phase formation can be promoted by growing the Ln2O3 on a substrate that supports the metastable phase formation via strain or isomorphic structure. This is the case of the metastable C phase of La2O3 which can be stabilized on Si(111) substrates for a thickness up to 2 nm, though increasing the thickness produces the ground state A phase.52 It is also worth noticing that the metastable B phase has not been observed for neither La2O3 nor Lu2O3. In the case of La2O3, we determine that to be because of the dynamical instability of the La2O3 B phase. In contrast, for Lu2O3, there is a significant metastability threshold of the Lu2O3 B phase. To overcome this large metastability threshold, the temperature must be increased, but in this case the melt becomes thermodynamically favorable first. Another way to add energy to the system while maintaining a low temperature to prevent either kinetic recovery or a shift in the thermodynamically preferred state is by irradiation, which we show is a practical way of producing Lu2O3 metastable phases.
Our experiments confirm that irradiation can be used to produce multiple metastable phases that are not on the phase diagram of Lu2O3, essentially moving to the right in our calculated metastable phase diagram shown in Fig. 4c. The observed sequence of phases with increasing irradiation fluence agrees with the increasing metastability threshold of the B, A and X phases, as shown in Fig. 4c. It is also worth noting that the highly metastable X phase that is reported to form when swift heavy ion irradiation is used,44 in which the system is essentially brought down from the melt, can also be produced by gradually introducing stored energy, as done here. Interestingly, the metastable phases resemble a sequence of ground state phases of larger cations than Lu at increased temperatures, basically moving diagonally in the Ln2O3 phase diagram shown in Fig. 2a.
Our observations align with Wigner's stipulation that, with increasing fluence, the defect concentration in a phase increases, and hence, the internal energy of that phase is also increased.63 At the same time, the increased defect concentration will act to lower the nucleation barrier for the kinetics to drive a phase transition64 which, with the increased internal energy, will cause the phase transition to a metastable phase. At this time we cannot identify which defects are responsible for the phase transformations.
As defined in ref. 25 and performed here, this methodology provides information about the energy difference between the global and local minima of phases on the PES. A more complete picture of the PES schematically illustrated in Fig. 1a contains information on the width of the minima (basin of attraction) and the lifetime of the metastable phases (the barriers between them). Further, we have, for the sake of pragmatism, made several assumptions that limit the fidelity of our results. For example, the free energy of a given phase will not only be dictated by the properties of the perfect crystal, but also the equilibrium and non-equilibrium defect content present. In addition, we have not accounted for any kinetic factors that may govern the actual phase-to-phase transformations. Finally, recognizing that the assumption of a random solid solution overestimates the configurational entropy of these materials, we have elected to shift the enthalpy rather than the entropy as a correction to our free energies. In reality, these materials exhibit short-ranged order, meaning that not all configurations are equally likely. However, calculating the temperature and chemistry-dependent configuration entropy would be a daunting task for one chemistry65 and its associated phases, much less the full set of chemistries considered here. That said, and as discussed earlier, the approach used here can explain the relative metastability of the ordered phases; the issue arises when both ordered and disordered phases are compared, for which a more careful treatment of the entropy is required. If we did not calibrate the energetics of the disordered phases against experiment, then we would not have been able to relate the metastability of the disordered phases with experiments without significantly more computational effort.
Thus, accounting for all of these factors21,66 is a very challenging and computational expensive endeavor. We have shown that using a simpler and computationally much less demanding approach is valuable for initial screening in search of functional metastable phases producible by ether synthesis or irradiation. For example, materials that exhibit dynamic regimes and sit at the intersection or in the vicinity of multiple phases on the PES, such as regions of the metastable phase diagrams where various phases co-exist (see inset Fig. 3f), can be more efficient heterogeneous catalysts.67–69 A low metastability threshold indicates a possibly easy phase transition induced by electrical pulse, helping in discovering new materials for phase change memory devices. This approach can also help discover materials that are more radiation tolerant by predicting what phases can form under extreme conditions.’
Footnote |
| † Electronic supplementary information (ESI) available: Phonon dispersions of studied polymorphs. Table containing the crystallographic parameters of the different polymorphs for all studied chemistries. Table containing the parameters used for shifting the total energies. Metastable phase diagrams of the studied chemistries. See DOI: https://doi.org/10.1039/d2ma00995a |
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