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R Myhill, An anisotropic equation of state for solid solutions, with application to plagioclase, Geophysical Journal International, Volume 239, Issue 3, December 2024, Pages 1900–1909, https://doi.org/10.1093/gji/ggae365
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SUMMARY
This paper presents a framework for building anisotropic equations of state for solid solutions. The framework satisfies the connections between elastic and thermodynamic properties required by Maxwell’s relations. It builds on a recent anisotropic equation of state for pure phases under small deviatoric stresses, adding a dependence on a vector
1 INTRODUCTION
Solid solutions can be thought of as mixtures of different end-members, each of which have fixed structure, composition and distribution of species on sites. In traditional hydrostatic thermodynamic models, the Gibbs (or Helmholtz) energy is expressed as a function of pressure (or volume), temperature and end-member proportions (e.g. Helffrich & Wood 1989; Holland & Powell 2003; Stixrude & Lithgow-Bertelloni 2005; Myhill & Connolly 2021). Derivatives of the energy with respect to these variables yield physical properties including the volume (or pressure), entropy, thermal expansivity, Reuss bulk modulus and isobaric and hydrostatic–isochoric heat capacities.
Partial derivatives of the Gibbs (or Helmholtz) energy with respect to pressure (or volume) cannot be used to obtain anisotropic physical properties such as the thermal expansivity tensor and elastic stiffness tensor. Calculating these properties requires that partial derivatives of the energies be taken as functions of stress or strain. In Myhill (2022), I presented an anisotropic equation of state for pure, isochemical substances. The equation of state was designed so that it could be used in conjunction with any traditional hydrostatic equation of state, with the new parameters defining only the anisotropic properties. In this paper, I extend this equation of state to solid solutions. Symbols used in this paper are given in Table 1.
Symbol . | Units . | Description . |
---|---|---|
J | Internal energy, Helmholtz energy, Gibbs energy and Enthalpy | |
m | Extensive cell tensor | |
[unitless] | Matrix logarithm of extensive cell tensor relative to a 1 m3 cube ( | |
[unitless] | Deformation gradient tensor | |
[unitless] | Small strain tensor | |
V | m | Volume |
S | J/K | Entropy |
T, | K | Temperature, Reference temperature |
mol | Molar amounts of compositional–structural end-members | |
[unitless] | Molar proportions of end-members ( | |
Pa | Cauchy (‘true’) stress | |
P | Pa | Pressure (− |
Pa | Thermal pressure | |
Pa−1 | Isothermal compliance tensor (standard and Voigt form) | |
Pa−1 | Isothermal stiffness tensor (standard and Voigt form) | |
K−1 | Thermal expansivity tensor; Volumetric thermal expansivity | |
Pa−1 | Isothermal and isentropic Reuss compressibilities | |
Pa | Isothermal and isentropic Reuss bulk moduli | |
[unitless] | Anisotropic state tensor | |
Vector of ones (used for summation) | ||
Identity matrix / Kronecker delta | ||
Matrix logarithm function | ||
Matrix exponential function |
Symbol . | Units . | Description . |
---|---|---|
J | Internal energy, Helmholtz energy, Gibbs energy and Enthalpy | |
m | Extensive cell tensor | |
[unitless] | Matrix logarithm of extensive cell tensor relative to a 1 m3 cube ( | |
[unitless] | Deformation gradient tensor | |
[unitless] | Small strain tensor | |
V | m | Volume |
S | J/K | Entropy |
T, | K | Temperature, Reference temperature |
mol | Molar amounts of compositional–structural end-members | |
[unitless] | Molar proportions of end-members ( | |
Pa | Cauchy (‘true’) stress | |
P | Pa | Pressure (− |
Pa | Thermal pressure | |
Pa−1 | Isothermal compliance tensor (standard and Voigt form) | |
Pa−1 | Isothermal stiffness tensor (standard and Voigt form) | |
K−1 | Thermal expansivity tensor; Volumetric thermal expansivity | |
Pa−1 | Isothermal and isentropic Reuss compressibilities | |
Pa | Isothermal and isentropic Reuss bulk moduli | |
[unitless] | Anisotropic state tensor | |
Vector of ones (used for summation) | ||
Identity matrix / Kronecker delta | ||
Matrix logarithm function | ||
Matrix exponential function |
Symbol . | Units . | Description . |
---|---|---|
J | Internal energy, Helmholtz energy, Gibbs energy and Enthalpy | |
m | Extensive cell tensor | |
[unitless] | Matrix logarithm of extensive cell tensor relative to a 1 m3 cube ( | |
[unitless] | Deformation gradient tensor | |
[unitless] | Small strain tensor | |
V | m | Volume |
S | J/K | Entropy |
T, | K | Temperature, Reference temperature |
mol | Molar amounts of compositional–structural end-members | |
[unitless] | Molar proportions of end-members ( | |
Pa | Cauchy (‘true’) stress | |
P | Pa | Pressure (− |
Pa | Thermal pressure | |
Pa−1 | Isothermal compliance tensor (standard and Voigt form) | |
Pa−1 | Isothermal stiffness tensor (standard and Voigt form) | |
K−1 | Thermal expansivity tensor; Volumetric thermal expansivity | |
Pa−1 | Isothermal and isentropic Reuss compressibilities | |
Pa | Isothermal and isentropic Reuss bulk moduli | |
[unitless] | Anisotropic state tensor | |
Vector of ones (used for summation) | ||
Identity matrix / Kronecker delta | ||
Matrix logarithm function | ||
Matrix exponential function |
Symbol . | Units . | Description . |
---|---|---|
J | Internal energy, Helmholtz energy, Gibbs energy and Enthalpy | |
m | Extensive cell tensor | |
[unitless] | Matrix logarithm of extensive cell tensor relative to a 1 m3 cube ( | |
[unitless] | Deformation gradient tensor | |
[unitless] | Small strain tensor | |
V | m | Volume |
S | J/K | Entropy |
T, | K | Temperature, Reference temperature |
mol | Molar amounts of compositional–structural end-members | |
[unitless] | Molar proportions of end-members ( | |
Pa | Cauchy (‘true’) stress | |
P | Pa | Pressure (− |
Pa | Thermal pressure | |
Pa−1 | Isothermal compliance tensor (standard and Voigt form) | |
Pa−1 | Isothermal stiffness tensor (standard and Voigt form) | |
K−1 | Thermal expansivity tensor; Volumetric thermal expansivity | |
Pa−1 | Isothermal and isentropic Reuss compressibilities | |
Pa | Isothermal and isentropic Reuss bulk moduli | |
[unitless] | Anisotropic state tensor | |
Vector of ones (used for summation) | ||
Identity matrix / Kronecker delta | ||
Matrix logarithm function | ||
Matrix exponential function |
2 CELL TENSORS, DEFORMATION AND REFERENCE FRAMES
2.1 The standard state cell tensor
At a given reference state (usually 1 bar, 298.15 K), the unit cell of each end-member in a solid solution can be defined using vector lengths and angles (a, b, c,
where
At standard temperature and pressure, triclinic albite (NaAlSi
yielding a molar volume
2.2 The deformation gradient tensor and its derivatives
Deformation of a cell tensor from
The deformation gradient tensor
The velocity gradient tensor
The velocity gradient tensor can be asymmetric even if the deformation gradient tensor is always symmetric (Section 2.3). Infinitesimal strain rate
The infinitesimal strain rate can be decomposed into temperature and stress-related terms:
where
Using eqs (6), (7) and (9), the thermal expansivity and isothermal compressibility can be written
where
2.3 Rotation in non-orthotropic systems
Under hydrostatic conditions, conservation of angular momentum implies that any infinitesimal deformation will be rotation-free, and therefore that

Rotations arising from rotation-free strain in non-orthotropic materials. (a) Two phases of pure shear deformation are imposed on a square of material. The eigenvectors of deformation are different for each step. A rotation emerges. (b) The same deformation as in (a), but the second phase of deformation involves a component of simple shear (pure shear and a rotation), such that the deformation gradient tensor remains rotation free. Dotted outline shows the result from (a).
In the anisotropic equation of state presented by Myhill (2022), the deformation gradient tensor
3 FORMULATION
3.1 Volumetric equations of state
The anisotropic equation of state presented in this paper can be built on top of any equation of state for which molar volume can be found as a function of pressure P, temperature T and independent end-member proportions
This can be done for almost any solution model, even those where volumes are variables in the model (e.g. Stixrude & Lithgow-Bertelloni, 2011; Myhill, 2018). In most solution models in the geological literature, the calculation of the volume is split into end-member and excess contributions:
where
3.2 The anisotropic equation of state
3.2.1 End-members
In Myhill (2022), I showed that self-consistent anisotropic properties for pure phases could be modelled by using a fourth order symmetric anisotropic tensor
In that paper, the anisotropic tensor was used to define the deformation gradient tensor and the isothermal compliance tensor:
The constraint given by eq. (20) ensures that the anisotropic equation of state remains consistent with the volumetric equation of state (Section 3.1), as a result of the mathematical identity (Petersen & Pedersen 2012):
and identity:
Myhill (2022) focused mainly on orthotropic materials (the equation of state was demonstrated by orthorhombic forsterite). For these materials, eqs (21) and (22) are consistent with each other because:
For non-orthotropic materials, this is no longer the case; rotation (eq. 13 and Section 2.3) means that:
For monoclinic and triclinic systems, eq. (22) can be replaced with eq. (26) and the following equations:
The indices in the last two equations signify different index values (e.g.
3.2.2 Solid solutions
At any given composition, solid solutions must obey the same self-consistency rules as the end-members. One way to ensure this is to define the standard state molar cell tensor
where
The reference molar volume and relative volume change at any composition can then be found from
which demonstrates that the decomposition is consistent with the volume of the scalar equation of state. The end-member deformation gradient tensors are already defined (Section 3.2.1) as
where the fourth rank tensor

The forms of the (isothermal) elastic tensors for different types of lattice Nye et al. (1985). Thin black lines indicate that there is a relationship between the connected components. Thick pastel-shaded lines indicate the three components of the isothermal compliance tensor that are summed to form a single component of the isothermal compressibility tensor (bottom right).
If we let
then we can express the deformation gradient at any composition as
The cell tensor at any molar volume and temperature can be found by combining eqs (32), (33) and (40). The thermal expansivity
This formulation ensures that Maxwell’s anisotropic relations, which stem from the symmetry of mixed partial derivatives, are rigorously satisfied. For example:
4 APPLICATION TO THE PLAGIOCLASE FELDSPARS
4.1 Introduction
Plagioclase feldspars are a dominant mineral group in the crust. Most plagioclase feldspars are well-approximated by a mix of two different chemical components, an albitic component with composition NaAlSi
Plagioclase feldspars change space group depending on their composition, pressure and temperature of equilibration. End-member anorthite adopts the P
Structural and elastic data for plagioclase crystals across the albite-anorthite binary have been collected by Angel et al. (1990) and Brown et al. (2006, 2016), and these data are used here to create an anisotropic model for the disordered C
4.2 End-member and solution volumes
End-member properties for albite and anorthite were taken from the dataset of (Stixrude & Lithgow-Bertelloni 2022). These were then adjusted to best fit the data for C
The excess properties across the solid solution were modelled as a symmetric (regular) binary solution. A constant volume excess term cannot accurately reproduce both the variation of V and
The fitted end-member and mixing properties are provided in Table 2. Because aban1 is derived from the properties of the ab and an end-members, there are only three free variables for each end-member (six in total). The resulting standard state volumes and Reuss isothermal bulk moduli are plotted in Fig. 3.

Plagioclase molar volumes and isothermal Reuss bulk moduli under standard state conditions. Data taken from Brown et al. (2016). The molar volumes in the I
Standard state end-member and mixing properties for C
. | ab . | an . | aban (1) . | aban (2) . |
---|---|---|---|---|
9.996982e+01 | 1.011748e+02 | 1.005723e+02 | 1.007619e+02 | |
5.521841e+01 | 8.845259e+01 | 7.183550e+01 | 7.902757e+01 |
. | ab . | an . | aban (1) . | aban (2) . |
---|---|---|---|---|
9.996982e+01 | 1.011748e+02 | 1.005723e+02 | 1.007619e+02 | |
5.521841e+01 | 8.845259e+01 | 7.183550e+01 | 7.902757e+01 |
Standard state end-member and mixing properties for C
. | ab . | an . | aban (1) . | aban (2) . |
---|---|---|---|---|
9.996982e+01 | 1.011748e+02 | 1.005723e+02 | 1.007619e+02 | |
5.521841e+01 | 8.845259e+01 | 7.183550e+01 | 7.902757e+01 |
. | ab . | an . | aban (1) . | aban (2) . |
---|---|---|---|---|
9.996982e+01 | 1.011748e+02 | 1.005723e+02 | 1.007619e+02 | |
5.521841e+01 | 8.845259e+01 | 7.183550e+01 | 7.902757e+01 |
4.3 Cell parameters
Anisotropic model parameters in this study are all treated as ideal; in other words, every element in the tensor
The standard state molar cell tensor

Plagioclase cell parameters under standard state conditions. Data taken from Brown et al. (2016). The c-axis lengths in the I
. | a (m) . | b (m) . | c (m) . | |||
---|---|---|---|---|---|---|
ab | 4.328825e-02 | 6.802831e-02 | 3.806904e-02 | 9.424428e+01 | 1.165933e+02 | 8.779559e+01 |
an | 4.368841e-02 | 6.893277e-02 | 3.752945e-02 | 9.266318e+01 | 1.160068e+02 | 9.274265e+01 |
. | a (m) . | b (m) . | c (m) . | |||
---|---|---|---|---|---|---|
ab | 4.328825e-02 | 6.802831e-02 | 3.806904e-02 | 9.424428e+01 | 1.165933e+02 | 8.779559e+01 |
an | 4.368841e-02 | 6.893277e-02 | 3.752945e-02 | 9.266318e+01 | 1.160068e+02 | 9.274265e+01 |
. | a (m) . | b (m) . | c (m) . | |||
---|---|---|---|---|---|---|
ab | 4.328825e-02 | 6.802831e-02 | 3.806904e-02 | 9.424428e+01 | 1.165933e+02 | 8.779559e+01 |
an | 4.368841e-02 | 6.893277e-02 | 3.752945e-02 | 9.266318e+01 | 1.160068e+02 | 9.274265e+01 |
. | a (m) . | b (m) . | c (m) . | |||
---|---|---|---|---|---|---|
ab | 4.328825e-02 | 6.802831e-02 | 3.806904e-02 | 9.424428e+01 | 1.165933e+02 | 8.779559e+01 |
an | 4.368841e-02 | 6.893277e-02 | 3.752945e-02 | 9.266318e+01 | 1.160068e+02 | 9.274265e+01 |
4.4 Elastic properties
As the data used in the inversion in this study is all collected at room pressure and temperature, the simplest formulation for
The elements of the tensor
Voigt-form matrix describing the anisotropic properties of albite in the model presented in the text.
Voigt-form matrix describing the anisotropic properties of albite in the model presented in the text.
Voigt-form matrix describing the anisotropic properties of anorthite in the model presented in the text.
Voigt-form matrix describing the anisotropic properties of anorthite in the model presented in the text.
4.5 Data inversion
Inversion of the data to obtain model parameters was performed in several parts:
An approximation to the scalar
equation of state was obtained by fitting the parameters in Section 4.2 to the volume and Reuss isothermal bulk modulus data.Approximate end-member cell parameters were found (Section 4.3), fixing the scalar parameters found in the previous step.
Approximate end-member elastic parameters were found (Section 4.4) by fitting to the elastic data. Because the relationship between the model parameters and the elements of the elastic stiffness tensor are highly non-linear, it was found to be much more efficient to initially fit the ratio of isentropic compliances to isentropic Reuss compressibilities (Fig. 5), which bear a near 1:1 relationship with the tensors A (eqs 27–30 and 44).
Finally, all 56 parameters were simultaneously inverted using all the available data and uncertainties, including the isentropic elastic tensors (Fig. 6).

Plagioclase isentropic compliances divided by the isentropic Reuss compressibility under standard state conditions. Data taken from Brown et al. (2016). Solid and dotted lines represent the predictions for C

Plagioclase isentropic stiffnesses under standard state conditions. Data taken from Brown et al. (2016). Solid and dotted lines represent the predictions for C
4.6 Observed data versus model predictions
Overall, the fit between the observed data and model predictions is extremely good. This is perhaps not surprising, given the large number of fitting parameters (56) versus the number of data points (116). However, the good fit does suggest that treating the mixing of the anisotropic tensor as ideal (as done here) is suitable even when the solutions are volumetrically non-ideal. In addition, the model does draw out some nice contrasts between the C
The second order isothermal compressibility tensors reported by (Angel 2004) and Brown et al. (2016) were not used in the creation of the anisotropic model. This is because the isothermal compressibility tensor is very closely related to the isothermal elastic tensor (eq. 25), which in turn is closely related to the isothermal elastic tensor (at 0 K the two are identical). A comparison between the isothermal compressibilities reported by Brown (2018) and the model predictions are presented in Fig. 7. Note that while the values of the compressibilities are reasonable, the trends of

Plagioclase isothermal compressibilities under standard state conditions. Data taken from Brown et al. (2016). The observed values of the 4th, 5th and 6th compressibilities are all divided by two relative to the reported values, as Brown et al. (2016) reports the sum of elements of the Voigt-form compliance matrix, and elements of the off-diagonal 3×3 block of the Voigt-form compliance matrix are multiplied by two relative to the full compliance tensor. Solid and dotted lines represent the predictions for C
5 CONCLUSIONS
There has been a concerted effort in the last decade or so to provide elastic moduli for a range of materials at elevated pressure. Data at high pressure and temperature is still sparse, but as it grows, so too will the need for models that can reproduce this data in a reproducible format. The equation of state proposed in this paper has the benefit of being compact, self-consistent, and can be applied to pre-existing V(P,T) equations of state.
Not included in this paper is any treatment of isochemical variation. Isochemical variation can include order-disorder of chemical species on sites (e.g. Al and Si in plagioclase; Carpenter 1988), or structural flexibility (e.g. tetrahedral tilting in plagioclase; Mookherjee et al. 2016; Lacivita et al. 2020), or variation in proportions of spin states (e.g. iron in ferropericlase; Wu et al. 2013). Changes in isochemical state driven by changes in pressure or temperature can occur rapidly on the timescales of observations or natural phenomena such as seismic waves, and result in anomalous thermodynamic behaviour such as elastic softening. Plagioclase is one phase exhibiting such anomalous properties (Carpenter 1988; Mookherjee et al. 2016; Lacivita et al. 2020). A treatment of isochemical variations in anisotropic solid solutions will be the subject of a follow-up study.
ACKNOWLEDGMENTS
I would like to thank Bruce Hobbs and Nicolas Riel for their careful reviews of this paper, and for their encouragement while working on this and previous papers. This work was supported by NERC Large Grant MC-squared (Award No. NE/T012633/1) and STFC (Grant No. ST/R001332/1). Any mistakes or oversights are my own.
DATA AVAILABILITY
The anisotropic equation of state described in this paper is provided as a contribution to the BurnMan open source software project: https://github.com/geodynamics/burnman (Cottaar et al. 2014; Myhill et al. 2023).