Open Access Article
Yue Wanga and
Hirohiko Houjou
*ab
aInstitute of Industrial Science, the University of Tokyo, 4–6–1 Komaba, Meguro-ku, Tokyo 153-8505, Japan. E-mail: houjou@iis.u-tokyo.ac.jp
bEnvironmental Science Center, the University of Tokyo, 7–3–1 Hongo, Bunkyo-ku, Tokyo 133-0033, Japan
First published on 24th April 2026
We applied a previously reported lattice dynamics calculation scheme based on molecular vibration analysis, combining a coarse-graining (CG) scheme with an independent stiffness approximation (ISA) method, to polymorphs of p-dichlorobenzene crystals as a test case. To extend the applicability of the theoretical framework to complex crystal structures, we exploited the molecular symmetry within the lattice so that the ISA could effectively reduce the computational cost to a manageable level. We carefully examined the influence of the coupling between phonon modes on the accuracy of their frequencies under a truncated dimension of the CG space. Having obtained the phonon band structures of each of the three polymorphs, their thermodynamic functions were calculated, which demonstrated a subtle but meaningful difference originating from the crystal structure.
To address these issues, we developed a method for reducing the dimensions of the atomic displacement vectors of normal-mode vibrations, referred to as the coarse-graining (CG) scheme.16–21 In this approach, a stiffness matrix, Φ, which describes the degrees of freedom associated with molecular rigid-body motions and vibrations, is readily obtained by transforming the eigenvalue matrix with normal-mode coordinates of a molecular assembly, without explicitly deriving the force constant matrix, K. Similar to the finite displacement method, we need molecular clusters that cover the desired expanse, with which, however, we can accelerate computation using the analytical differentiation protocol as utilized in the DFPT method. Moreover, we recently proposed a method called the independent stiffness approximation (ISA),22,23 which divides the whole into pieces, thereby converting a multibody computing problem into a multigroup two-body computing problem. Using the CG-ISA scheme, we previously completed phonon calculations for a simple molecular crystal (the β phase of p-dichlorobenzene).24–26 Through systematic theoretical validation and comparison with other computational results, the CG-ISA scheme was successful for simple systems whose constituent molecules could be related by translational symmetry. However, the CG-ISA approach is additionally challenged by molecular vibrations in more complex symmetric relationships and increased degrees of freedom when each unit cell contains two or more molecules (Z). These challenges are directly reflected in the structure of Φ, which is closely linked to the symmetry of molecular crystals. The following section presents a new theoretical extension of the CG-ISA scheme for systems with Z > 1, as demonstrated by illustrative computational examples. In this paper, we chose p-dichlorobenzene again for a cases study for the following reasons: (1) a simple small molecule yet has three distinct polymorphs, of which crystal structure data at the same temperature are available; (2) basically van der Waals crystals without a complicated networks of hydrogen bond; (3) experimental phonon band structures (in part) and Raman data are available. These features merit our understanding of the structure–property relationship in molecular crystalline materials as an initial stage of our study.
| Γ−1 = BTMB | (1) |
| Φ = BTKB | (2) |
| B = (Tx, Ty, Tz, Rx, Ry, Rz, V1, …, Vα) | (3) |
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| Fig. 1 Transformation of the stiffness matrix in the coarse-graining scheme. The subscripts of K denotes atoms, whereas subscript of Φ denotes lattice nodes. | ||
The eigenvalue equation equivalent to the equation of motion can be expressed using the matrices U and Ω2, which collect the eigenvectors u and ω2, respectively, as in eqn (4):
| Γ1/2ΦΓ1/2U = UΩ2 | (4) |
The elements of the eigenvectors directly correspond to the vibrational modes of the molecule, distinguishing them from traditional methods of using an atom as the unit of vibration. This approach significantly facilitated the analysis of molecular vibrational modes. By leaving out intramolecular vibrational modes from the CG basis, low-frequency vibrational modes can be approximated, which aids in reducing the computational costs for large molecular systems.19,20 When α is set to 0, the system adopts the minimal basis, approximating the molecule as a rigid body and considering only intermolecular translational and rotational modes. When α is set to 3N − 6, the system adopts the full basis, fully describing the vibrational modes corresponding to 3N degrees of freedom.
For an arbitrary matrix, A, we define notation [A] for its Fourier transformation using eqn (5), where {A}σ,σ′ denotes a partial matrix corresponding to an off-diagonal block between the constitutional units labeled σ and σ′.21
![]() | (5) |
In eqn (5), aj denotes the j-th lattice vector that serves as the basis for the linear expansion of n1a1 + n2a2 + n3a3 for an arbitrary lattice node, Rσ, of the molecule σ. Furthermore, P denotes the number of molecules included in a single period, and k is assumed to be a continuous reciprocal vector at the limit of P → ∞. Using this expression, we formulated the dynamic equation (eqn (6)) under periodic boundary conditions (PBC).
| [Γ1/2][Φ][Γ1/2][U(k)] = [U(k)][Ω(k)2] | (6) |
![]() | (7) |
To completely count the molecules in a period, we defined σ = 9n1 + 3n2 + n3, a decimal expression of a ternary number “n1n2n3”. In this numbering system, the central 1 lattice node and surrounding 26 lattice nodes (n1, n2, n3 = {−1, 0, 1}) are labeled with integers from −13 to 13.23
To obtain each block {Φ}0,σ with a reduced computational load, we introduced the concept of ISA, wherein the total intermolecular force acting on a molecule can be calculated as the sum of pairwise interactions, assuming that the stiffness between any two molecules is independent of all others.30 When the number (Z) of molecules contained in each node is 1, the off-diagonal block {Φ}0,σ can be calculated by selecting two molecules that are related by a translational operation. When Z > 1, a single node contained multiple molecules related to inversion, mirror reflection, rotation, glide, and helical operations. Under the CG space of 6 + α dimensions, each node of the crystal includes Z × (6 + α) vibrational modes, implying that the size of Φ increases accordingly. Considering Z = 2 as an example, the composition of {Φ}σ,τ is shown in Fig. 2. Here, different molecules within a single node are designated as A and B, which are convertible through a certain symmetry operation allowed within a given space group. By combining the letters A, B, C, … for different operations with node index σ, different molecules within each node can be uniquely identified. For simplicity, we introduce a notation such as {φ}0A,σB, denoting the (A, B) subblock of the {Φ}0,σ block (eqn (8)).
| {φ}0X,σY ≡ {{Φ}0,σ}X,Y (X,Y = {A,B,C, …}) | (8) |
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| Fig. 2 Structures of the stiffness matrix under different definitions of vibrational units: transformation from a lattice node containing two molecules (left) to that containing one molecule (right). | ||
For Z > 1, two approaches to fill out {Φ}0,σ are possible. One approach is to expand the range of the vibrating unit in the ISA cluster by treating all Z molecules as a single unit (Fig. 2, left side). This treatment results in a “mobile pair” comprising 2Z molecules, simplifying the subsequent theoretical problem to be equivalent to a Z = 1 system. However, as Z increases, the computational cost for the normal-mode calculation increases roughly in proportion to (2Z)3 ∼ (2Z)4, and the dimension (α) of the intramolecular vibration mode needs at least 6Z − 6 to include the mutual displacement of Z molecules. Another approach, which was adopted in the present study, is to construct {Φ}0,σ by “tessellating” smaller {φ}0X,σY subblocks corresponding to every two molecules within a node (Fig. 2, right-hand side). As Z increases, the number of sub-blocks increases in proportion to Z2, and their arrangement becomes increasingly intricate. Because a single ISA cluster calculation yields only one {φ}0X,σY sub-block, the total number of calculation routines increases proportionally with Z2. Minimizing the number of calculation routines while correctly constructing {Φ}0,σ is the core theoretical challenge in applying the CG-ISA scheme to systems with Z > 1.
In the CG-ISA scheme, where each discrete molecule is assigned to a vibrating unit, σX, the numerical relationship in the {Φ}0,σ blocks fully reflects the symmetry of a given molecular crystal by setting an appropriate coordinate system. As described in the previous study on a system with Z = 1, the transpose of {Φ}0,σ is identical to {Φ}0,−σ: this relation reduces the number of off-diagonal blocks to half. For approximately spherical molecules, one molecule typically has 12–18 adjacent molecules that contribute significantly to its binding energy, meaning that only 6–9 sets of molecular pairs must be calculated. A similar relationship (eqn (9)) also holds between sub-blocks that correspond to arbitrary molecular pairs.
| {φ}T0X,σY = {φ}σY,0X = {φ}0Y,−σX = {φ}T−σX,0Y X,Y = {A, B, C, …} | (9) |
For molecules in the translational relation (X = Y), the relation in eqn (9) can halve the number of sub-blocks necessary for the calculation. For molecules in non-translational relations (X ≠ Y), an appropriate coordination transformation of the {φ}0X,σY subblock can afford another subblock that corresponds to a molecular pair sharing the equivalent geometrical relationship. This transformation relation was formulated and verified theoretically, the details of which will be presented in a future study. This relation reduces the number of independent subgroups to 1/h, where h is the order of the space group.
To fully exploit eqn (9) in reducing the computational cost, one needs to specify molecular pairs (0X′, σ′Y′) that are in a geometrical relation equivalent to a given molecular pair (0X, σY). For example, for the calculation of the γ phase of p-dichlorobenzene, six ISA clusters shown in Fig. 3 are essential, where molecules 0A and 0B are convertible by the 21-helix operation (along the b-axis). For the molecular pair (0A, 3A), namely, σ = 3 (a = 0, b = 1, c = 0) and X = Y = A (identical operation), the C2 operation only reverses the directions of the a- and c-axes, resulting in a σ′ value of 3 (because both a and c are zero). Thus, we found that the molecular pair (0B, 3B) has a geometrical relation equivalent to (0A, 3A), whereas {φ}0B,3B is obtained by the coordination transformation of {φ}0A,3A using P[C2], a matrix of two-fold rotation around the b-axis (eqn (10)).
| {φ}0B,3B = P[C2]{φ}0A,3AP[C2]T | (10) |
With a series of such transformation relations, the force field exerted on only one molecule is sufficient to line up the sub-blocks necessary for all Z molecules in a lattice node. Therefore, an increase in Z does not increase the number of ISA clusters necessary for the calculation.
As listed in Table 1, by computing six ISA clusters, the matrix elements for 30 {φ}0X,σY subblocks are finally obtained. In this table, the mobile pairs (0X, σY) correspond to the ISA clusters shown in Fig. 3. By calculating the coarse-grained stiffness matrix, subblocks {φ}0X,σY for the “equivalent” molecular pair are obtained. The transpose of these subblocks corresponds to the molecular pairs in the “transpose” column. The transformation by P[C2] gives the subblocks for the pairs in the “C2 rotation” column, and their transpose corresponds to the last column. As the number of symmetry operations in the system increased, the coordination transformation steps became more intricate. Further details are beyond the scope of this study. Hence, transformations within the CG-ISA framework will be discussed in future publications.
| Mobile pair (symmetry operation) | Equivalent | Transpose | C2 rotation | C2 rotation + transpose |
|---|---|---|---|---|
| 0A, 0A (identical) | 0A, 0A | — | 0B, 0B | — |
| 0A, 3A (b translation) | 0A, 3A | 0A, −3A | 0B, 3B | 0B, −3B |
| 0A, 7A (a − b + c translation) | 0A, 7A | 0A, −7A | 0B, −13B | 0B, 13B |
| 0A, 10A (a + c translation) | 0A, 10A | 0A, −10A | 0B, −10B | 0B, 10B |
| 0A, 0B (21 helix) | 0A, 0B | 0B, 0A | 0B, 3A | 0A, −3B |
| 0B, 1A | 0A, −1B | 0A, −4B | 0B, 4A | |
| 0A, 9B (21 helix + a translation) | 0A, 9B | 0B, −9A | 0B, −6A | 0A, 6B |
| 0B, 10A | 0A, −10B | 0A, −13B | 0B, 13A |
As shown in eqn (8) or (9), our method is formulated without any restriction on the Z number, which means that the scheme applies to various crystals with an arbitrary space group. However, in the actual computation of such a crystal, we must present a full lineup of P matrices necessary for the space group under consideration. Meanwhile, it should be noted that the situation is not easy for a crystal system that has two or more independent units. In that case, we must treat the units separately, which means that the number of possible ISA clusters rapidly increases and the selection of the clusters becomes more complicated. At present, we cannot find an efficient way to select the mobile pairs essential to the phonon band calculation. That is more of a mathematical problem than a chemistry problem.
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| Fig. 4 Unit cell structures of p-dichlorobenzene polymorphs: (a) α form (refcode: DCLBEN07) and (b) γ form (DCLBEN03). | ||
Upon constructing the ISA clusters, the essential mobile pairs should be selected based on the distance between the gravity centers of molecules (dMole), the interatomic proximity (dAtom), and the trace of the {φ} subblock, as measures of intermolecular interactions.23 For the β-DCB, molecules with dAtom > 5 Å were ignored, and this selection had almost no effect on the phonon band profiles. In the present two systems, where similar intermolecular interactions occur, we used the same criteria to determine the molecules that comprise mobile pairs in the ISA clusters: 0A, 3A, 7A, 10A, 0B, and 9B for γ-DCB (Table 1) and 0A, 1A, 3A, 4A, 0B, and 1B for α-DCB.
The structures of the constructed ISA clusters were iteratively optimized until they reached a substantial minimum potential energy within the given molecular environment.31,32 The calculations were performed using the Gaussian16 program33 at the B3LYP-D3/6-31G(d) level of theory, a hybrid DFT augmented with an empirical dispersion correction.34 The same level of theory was applied to the normal-mode calculation for the ISA clusters, in which the mobile pair was set to move freely, and its surrounding molecules were frozen. The coarse-grained stiffness constants were obtained via an appropriate process using normal coordinate data, as described in our previous studies.16,17 An increase in the Z value of the system does not necessarily imply that the size of the ISA clusters must be expanded. In this study, we employed clusters of sizes comparable to those used in our previous study on DCLBEN06 (Z = 1). Errors originating from the truncation of the cluster size were compensated for by the acoustic sum rule (ASR) correction,27,28 redefining the translation-relevant part of the diagonal block to maintain consistency with the isotropy and homogeneity of the space.
Fig. 5 shows the first Brillouin zone (FBZ) of DCLBEN03 (γ phase) and DCLBEN07 (α phase), along with the k-paths that connect the high-symmetry points. As understood from the characteristics of reciprocal space, the shapes of the FBZs can differ depending on the lattice constants, even though the two crystalline systems share the same space group. The selection of the k-path in the FBZ shape determines the horizontal axis. Hence, it has a primary influence on the appearance of the phonon band but does not alter the density of states (DOS) and subsequent calculations.
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| Fig. 5 FBZ and k-paths connecting high-symmetry reciprocal points: (a) α phase and (b) γ phase of p-dichlorobenzene. | ||
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| Fig. 6 Comparison of phonon bands and DOS between the minimal basis of CG space (α = 0, black) and full basis (α = 3N − 6 = 30, blue). (a) γ phase and (b) α phase. | ||
Close inspection of the γ-DCB result (Fig. 6(a)) revealed a notable discrepancy between minimal- and full-basis results around the #11 and #12 branches (∼120–140 cm−1), while the frequency distribution in α-DCB (Fig. 6(b)) was nearly identical. To assess the quality of the CG space for a mobile pair in a single ISA cluster, we employed the fidelity index (FI),19,20 which is a measure of the Frobenius inner product of the original and coarse-grained mass-weighted displacement matrices. It is empirically known that the CG space is of satisfactory quality when the FI is 0.8 or higher. For α-DCB and γ-DCB, the average FI values at the minimal-basis condition were 0.93 and 0.98, respectively, both achieving a sufficient level. The observed discrepancy suggests the need for deeper consideration in addition to the reproducibility of Φ.
When combined with ISA, the CG calculation necessarily involves multiple clusters with various FI values, indicating that the approximation quality cannot be determined based solely on this parameter. In other words, the CG space (selection of a limited number of intramolecular vibration modes) suitable for one ISA cluster may not always be appropriate for all other clusters. The previous research on the β-DCB crystal demonstrated the excellent agreement between the minimal-basis and full-basis results for the low-frequency phonon band and DOS. This crystal system may have been an ideal case in which the constituent molecule was sufficiently stiff to separate the frequency regions between the rigid-body motion and intramolecular vibration modes.
To determine the factors affecting the approximation quality of the CG-ISA scheme, we examined the influence of low-frequency intramolecular modes. Fig. 7 shows the phonon bands for modes #1–#16, calculated using the full-basis condition. For γ-DCB, modes #11–14 share the same frequency region, while for α-DCB, those modes are well resolved into {#11, #12} and {#13, #14} sets. In quantum mechanics theory, microstates with the same symmetry interact and change each other's frequency due to the avoided crossing (AC) rule,35–37 which is accompanied by the mixing of different states. If a selected set of bases in the CG space lacked some modes relevant to the AC effect, mode mixing would not impact the phonon bands, giving rise to a considerable displacement from the full-basis results. This assumption was validated by the calculation of phonon band and DOS with α = 1 (Fig. 8), where we can see an excellent agreement with those under the full-basis condition. This result demonstrates the necessity of including intramolecular vibrational modes that share the same frequency region while maintaining a sufficiently high FI value.
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| Fig. 7 Phonon bands for modes #1 to #16 in full basis: (a) γ phase and (b) α phase. Modes #11–14 are shown in purple, yellow, red, and gray, respectively. | ||
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| Fig. 8 Comparison of phonon bands and DOS between CG basis α = 1 (green) and full basis (blue) of γ phase. | ||
Given the lack of reliable experimental or theoretical phonon band diagrams in the literature, we validated our computational results by comparing the frequencies at the Γ-point (Table 2). For comparison with the experimental results, we corrected the frequencies using a scaling factor38 corresponding to the level of calculation. Overall, we observed good agreement between the calculated and experimental values, whereas significant discrepancies were observed in certain modes. Specifically, for α-DCB, the CG approximation performed well, yielding only minor differences between the experimental and calculated results (α = 1 or 30). Among them, the frequencies of modes #6–9 are closer to those of modes #7–10 obtained from the reference calculation. This “misalignment” may have arisen from differences in the definition of mode ordering, necessitating a labelling of the modes using irreducible representations based on group theory. In γ-DCB, the CG-ISA scheme demonstrated better agreement, with experimental values below 100 cm−1, particularly for mode #8, which was much improved as compared to the reference calculations. However, for modes #11 and #12, the calculated values did not correspond to the experimental data. Instead, the calculated frequencies 134 and 141 cm−1 for modes #13 and #14, respectively, are in good agreement with the experimental values for modes #11 and #12.
| Mode# | α form | γ form | ||||||
|---|---|---|---|---|---|---|---|---|
| CG-ISAa | Calcd.b | Obsd.c | CG-ISAa | Calcd.b | Obsd.c | |||
| α = 1 | α = 30 | α = 1 | α = 30 | |||||
| a Modes were numbered according to the increasing order of frequency at the Γ-point.b Calculated data from ref. 39 and 40.c Raman data from ref. 41 (T = 1.2K). | ||||||||
| 1–3 | 0 | 0 | — | — | 0 | 0 | — | — |
| 4 | 27.3 | 25.0 | 35.8 | 27 | 48.5 | 48.8 | 44.6 | — |
| 5 | 37.0 | 37.2 | 29.5 | 33 | 51.0 | 50.3 | 44.8 | — |
| 6 | 52.3 | 53.1 | 45.8 | 46 | 52.3 | 52.2 | 52.5 | 52 |
| 7 | 60.9 | 60.3 | 53.2 | — | 64.1 | 63.1 | 65 | 67 |
| 8 | 66.2 | 65.8 | 57 | 59 | 73.8 | 73.5 | 55.2 | 76 |
| 9 | 69.4 | 68.1 | 67 | 66 | 83.3 | 83.1 | 81.2 | 86 |
| 10 | 70.9 | 71.3 | 66 | 67 | 90.8 | 91.3 | 102.4 | — |
| 11 | 102.6 | 101.1 | 108.5 | 109 | 112.9 | 112.7 | 114.1 | 133 |
| 12 | 111.3 | 110.9 | 117.5 | 117 | 121.0 | 120.7 | 111.1 | 143 |
Changes in the lattice structure primarily affect low-frequency phonons, that is, intermolecular vibrational modes. In contrast to the moderate variation shown in the low-frequency band, the high-frequency phonon branches were nearly identical across the three polymorphs, indicating that the intramolecular vibrational modes in the p-dichlorobenzene crystals were minimally affected by changes in the crystal structure (Fig. 9). This insensitivity is attributed to the absence of strong intermolecular interactions, such as hydrogen bonds, within these crystals, along with the small size and high rigidity of the molecule. Nevertheless, a closer inspection of the differences revealed some common effects of the molecular surroundings in the crystalline environment. Fig. 9 shows a plot of the eigenwave numbers of the polymorphs subtracted by that of the isolated p-dichlorobenzene molecule. The difference ranged from −20 to +40 cm−1, and the wavenumber-dependent trend of the displacement was roughly similar among the three polymorphs. It is notable that in the low-frequency region (up to 300 cm−1), the plots were similar between the α and γ forms, while, in the middle-frequency region (800–1000 cm−1), the plots were similar between the α and β forms.
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| Fig. 10 Phonon DOS in the low-frequency region (characterized as intermolecular modes) of three polymorphs of p-dichlorobenzene. | ||
In the range of 35 to 100 cm−1, the vibrational modes are primarily low-frequency optical modes. This frequency region for the β phase with Z = 1 is dominated by molecular libration, while the other two phases exhibit a mixing of intramolecular vibration modes, such as out-of-plane C–Cl bending motions. For the α and γ-DCBs, distinct DOS peaks appear near the boundary of the acoustic and optical branches. At these frequencies, phonon modes with considerably low group velocities tend to accumulate. By contrast, the β phase does not exhibit a pronounced DOS peak, indicating a more loosely packed molecular arrangement, which leads to a broader distribution of phonon frequencies. The vibrational modes transition from lattice motion to intramolecular vibrations above 100 cm−1, where the intramolecular branches of the α and γ-DCBs show different DOS peaks, depending on their respective crystal structures.
Experimentally, the order of thermodynamic stability is β > α > γ: the γ form transitions to the α form at 271 K with a transition enthalpy (ΔtrH) of 1.256 kJ mol−1, then transitions to the β form at 304 K with a ΔtrH of 0.214 kJ mol−1 before finally melting at 326 K.51,52 The transition entropy (ΔtrS) was accordingly calculated to be 4.6 and 0.70 J K−1 mol−1 for the γ-to-α and α-to-β transitions, respectively. One of the primary milestones of this study is explaining this order of stability in terms of thermochemistry. As described above, provided that sufficient dimensions were used, the CG scheme had a negligible influence on the frequency distribution, indicating that its effect can also be negligible on other phonon-derived properties, such as thermodynamic properties. Fig. 11 presents the thermochemical functions of the three phases of p-dichlorobenzene. As established by the statistical dynamics of molecular systems, vibrations contribute to constant-volume heat capacity, and hence entropy and Helmholtz/Gibbs free energy. Although these functions differed only slightly among the three phases, we found that non-negligible differences arose from the low-frequency phonon contributions to the total functions (Fig. 11(a)).
The entropy values at ∼100 K were in the order β > α > γ (Fig. 11(b)), indicating that the −TS term in the free energy contributes to stabilizing the β phase as the temperature increases. However, the difference was so small that we could not draw reasonable G–T curves using the experimentally obtained enthalpies (Δγ→αH = 1.256 kJ mol−1, Δα→βH = 0.214 kJ mol−1): an error of 0.1 kJ mol−1 in ΔH causes a displacement of 40–60 K in T at the intercept of the curves. In a future study, we plan to calculate the changes in enthalpy among the different phases, for example, taking into account the electronic energies of the constituent molecules and intermolecular interaction energies among the molecules, while it was revealed that the calculation requires an accuracy of 0.01 kJ mol−1 to predict transition temperatures reasonably. Instead, we attempted to obtain the ideal enthalpy that yielded the experimentally determined transition temperature (Fig. 11(c)). As a result, Δγ→αH and Δα→βH were estimated to be 0.376 and 0.820 kJ mol−1, respectively, which were in moderate agreement with the observed values. The sum of the two is 1.196 kJ mol−1, moderately close to the corresponding experimentally determined value of 1.470 kJ mol−1.
For more rigorous quantification, we should consider the temperature-, pressure-, or stress-dependent anisotropic strain of a crystal lattice, which induces changes in the phonon band diagram that are not straightforward to predict.53–56 Strictly speaking, the thermochemical functions calculated from a single-phonon band diagram do not exactly reproduce their temperature dependence; however, this issue is not specific to the CG-ISA method.57,58 Given these limitations, the current thermochemistry results restrict the analysis to a qualitative one. Moreover, while the interactions between phonons play a crucial role in various properties, such as thermal conductivity, the harmonic approximation affords “static” phonons, which lack inter-phonon interactions and hence cannot accurately reproduce “dynamic” thermal phenomena. A conventional solution requires incorporating the anharmonicity effects into DFT calculations.59–64 The present CG-ISA scheme was established based on harmonic approximation, and the modification of the theory to incorporate the anharmonicity effects awaits numerous challenges.
Supplementary information (SI) is available. See DOI: https://doi.org/10.1039/d6cp00159a.
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