journal article·2023-09Open access

Thermodynamics and its prediction and CALPHAD modeling: Review, state of the art, and perspectives

Zi-Kui Liu

Calphad· Volume 82

Abstract

Thermodynamics is a science concerning the state of a system, whether it is stable, metastable, or unstable. The combined law of thermodynamics derived by Gibbs about 150 years ago laid the foundation of thermodynamics. In Gibbs combined law, the entropy production due to internal processes was not included, and the 2nd law was thus practically removed from the Gibbs combined law, so it is only applicable to systems under equilibrium. Gibbs further derived the classical statistical thermodynamics in terms of the probability of configurations in a system. With the quantum mechanics (QM) developed, the QM-based statistical thermodynamics was established and connected to classical statistical thermodynamics at the classical limit as shown by Landau. The development of density function theory (DFT) by Kohn and co-workers enabled the QM prediction of properties of the ground state of a system. On the other hand, the entropy production due to internal processes in non-equilibrium systems was studied separately by Onsager and Prigogine and co-workers. The digitization of thermodynamics was developed by Kaufman in the framework of the CALPHAD modeling of individual phases. Our recently termed zentropy theory integrates DFT and statistical mechanics through the replacement of the internal energy of each individual configuration by its DFT-predicted free energy. Furthermore, through the combined law of thermodynamics with the entropy production as a function of internal degrees of freedom, it is shown that the kinetic coefficient matrix of independent internal processes is diagonal with respect to the conjugate potentials in the combined law, and the cross phenomena represented by the phenomenological Onsager reciprocal relationships are due to the dependence of the conjugate potential of the molar quantity in a flux on nonconjugate potentials.
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Research context

OpenAlex topics: Advanced Thermodynamics and Statistical Mechanics · Phase Equilibria and Thermodynamics · Statistical Mechanics and Entropy

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (100+)

Show source-provided references
1. Predicted advances in the design of new materials
2. Materials 4.0 and the materials genome initiative
3. Quantisierung als10.1002/andp.19263840404 ↗
4. An undulatory theory of the mechanics of atoms and molecules10.1103/PhysRev.28.1049 ↗
5. Inhomogeneous electron gas10.1103/PhysRev.136.B864 ↗
6. Self-consistent equations including exchange and correlation effects. Phys
7. The martensitic transformation in the iron-nickel system
8. Kaufman · 1970
9. A brief history of CALPHAD10.1016/j.calphad.2007.10.001 ↗
10. The origins, growth and current industrial impact of Calphad10.1016/j.calphad.2022.102489 ↗
11. Machine learning in materials design and discovery: examples from the present and suggestions for the future
12. First-Principles calculations and CALPHAD modeling of thermodynamics10.1007/s11669-009-9570-6 ↗
13. File and data repositories for next generation CALPHAD10.1016/j.scriptamat.2013.06.013 ↗
14. The development of phase-based property data using the CALPHAD method and infrastructure needs. Integr. Mater. Manuf
15. Computational thermodynamics and its applications10.1016/j.actamat.2020.08.008 ↗
16. Theory of cross phenomena and their coefficients beyond Onsager theorem10.1080/21663831.2022.2054668 ↗
17. Graphical methods in the thermodynamics of fluids
18. On the equilibrium of heterogeneous substances10.2475/ajs.s3-16.96.441 ↗
19. Gibbs · 1948 · vol. 1
20. Hillert · 2007
21. Liu · 2016
22. Multiscale entropy and its implications to critical phenomena, emergent behaviors, and information10.1007/s11669-019-00736-w ↗
23. 2008
24. 2014
25. Gibbs · 1948 · vol. II
26. Landau · 1970
27. Quantum theory of molecules10.1002/andp.19273892002 ↗
28. Ground state of the electron gas by a stochastic method10.1103/PhysRevLett.45.566 ↗
29. Self-interaction correction to density-functional approximations for many-electron systems10.1103/PhysRevB.23.5048 ↗
30. Accurate and simple analytic representation of the electron-gas correlation energy10.1103/PhysRevB.45.13244 ↗
31. Generalized gradient approximation made simple10.1103/PhysRevLett.77.3865 ↗
32. Restoring the density-gradient expansion for exchange in solids and surfaces10.1103/PhysRevLett.100.136406 ↗
33. From ultrasoft pseudopotentials to the projector augmented-wave method10.1103/PhysRevB.59.1758 ↗
34. Saengdeejing, a., mei, Z. G., kim, D. E., zhang, H., ganeshan, S., Wang, Y. & Liu, Z. K. First-principles calculations of pure elements: equations of state and elastic stiffness constants10.1016/j.commatsci.2010.03.041 ↗
35. Thermal properties of the inhomogeneous electron gas10.1103/PhysRev.137.A1441 ↗
36. Thermodynamic properties of Al, Ni, NiAl, and Ni3Al from first-principles calculations10.1016/j.actamat.2004.02.014 ↗
37. First-principles thermodynamics from phonon and Debye model: application to Ni and Ni3Al10.1016/j.commatsci.2009.12.006 ↗
38. DFTTK: density Functional Theory ToolKit for high-throughput lattice dynamics calculations10.1016/j.calphad.2021.102355 ↗
39. Mixed-space approach for calculation of vibration-induced dipole-dipole interactions10.1103/PhysRevB.85.224303 ↗
40. YPHON: a package for calculating phonons of polar materials10.1016/j.cpc.2014.06.023 ↗
41. Accurate calculations of phonon dispersion in CaF2 and CeO2
42. Mei · 2011
43. Kaufman · 1967 · 125
44. Crystal structure from one-electron theory10.1103/PhysRevB.31.1909 ↗
45. Reconciling ab initio and semiempirical approaches to lattice stabilities10.1002/bbpc.19981020904 ↗
46. Ab initio lattice stability in comparison with CALPHAD lattice stability10.1016/j.calphad.2004.05.002 ↗
47. Lattice instabilities in metallic elements10.1103/RevModPhys.84.945 ↗
48. Invited paper: reconciling SGTE and ab initio enthalpies of the elements10.1016/j.calphad.2017.10.008 ↗
49. The free energy of mechanically unstable phases. Nat
50. Ab initio simulations on the pure Cr lattice stability at 0K: verification with the Fe-Cr and Ni-Cr binary systems10.1016/j.calphad.2021.102359 ↗
51. First-principles calculations of free energies of unstable phases: the case of fcc W10.1103/PhysRevLett.102.065702 ↗
52. Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set10.1103/PhysRevB.54.11169 ↗
53. Variational density-functional theory for an individual excited state10.1103/PhysRevLett.83.4361 ↗
54. Electronic excitations: density-functional versus many-body Green’s-function approaches10.1103/RevModPhys.74.601 ↗
55. Jacob's ladder of density functional approximations for the exchange-correlation energy
56. Climbing the density functional ladder: nonempirical meta–generalized gradient approximation designed for molecules and solids10.1103/PhysRevLett.91.146401 ↗
57. A thorough benchmark of density functional methods for general main group thermochemistry, kinetics, and noncovalent interactions10.1039/c0cp02984j ↗
58. Density functional theory is straying from the path toward the exact functional10.1126/science.aah5975 ↗
59. Comment on “Density functional theory is straying from the path toward the exact functional”10.1126/science.aam9364 ↗
60. Density-functional theory for time-dependent systems10.1103/PhysRevLett.52.997 ↗
61. Time-dependent density functional theory: past, present, and future10.1063/1.1904586 ↗
62. TD-DFT benchmarks: a review10.1002/qua.24438 ↗
63. A parameter-free density functional that works for noncovalent interactions10.1021/jz200238f ↗
64. Random-phase approximation methods10.1146/annurev-physchem-040215-112308 ↗
65. Hohenberg-Kohn theorem for nonlocal external potentials10.1103/PhysRevB.12.2111 ↗
66. Elementary properties of an energy functional of the first-order reduced density matrix10.1063/1.436433 ↗
67. Density-matrix functional theory for the N -particle ground state10.1063/1.448595 ↗
68. One-body reduced density-matrix functional theory in finite basis sets at elevated temperatures10.1016/j.physrep.2019.01.010 ↗
69. Band theory and mott insulators: hubbard U instead of stoner I10.1103/PhysRevB.44.943 ↗
70. Density functional theory in transition-metal chemistry: a self-consistent hubbard U approach10.1103/PhysRevLett.97.103001 ↗
71. Multipolar nematic state of nonmagnetic FeSe based on DFT+U10.1103/PhysRevB.104.L161110 ↗
72. Dynamical mean-field theory of strongly correlated fermion systems and the limit of infinite dimensions10.1103/RevModPhys.68.13 ↗
73. Ab initio full cell G W + DMFT for correlated materials
74. Status and challenges of density functional theory10.1016/j.trechm.2020.02.005 ↗
75. Finding density functionals with machine learning10.1103/PhysRevLett.108.253002 ↗
76. Bypassing the Kohn-Sham equations with machine learning10.1038/s41467-017-00839-3 ↗
77. Accelerating finite-temperature Kohn-Sham density functional theory with deep neural networks
78. Hybrid functionals based on a screened Coulomb potential10.1063/1.1564060 ↗
79. Interpretations of ground-state symmetry breaking and strong correlation in wavefunction and density functional theories10.1073/pnas.2017850118 ↗
80. Symmetry breaking with the SCAN density functional describes strong correlation in the singlet carbon dimer10.1021/acs.jpca.2c07590 ↗
81. de Groot · 1984
82. Kondepudi · 2015
83. Jou · 2010
84. Early history of extended irreversible thermodynamics (1953-1983): an exploration beyond local equilibrium and classical transport theory10.1140/epjh/e2014-50033-0 ↗
85. Mitigating grain growth in binary nanocrystalline alloys through solute selection based on thermodynamic stability maps10.1016/j.commatsci.2013.10.018 ↗
86. Phase-field models for microstructure evolution10.1146/annurev.matsci.32.112001.132041 ↗
87. Reciprocal relations in irreversible processes10.1103/PhysRev.37.405 ↗
88. Reciprocal relations in irreversible processes10.1103/PhysRev.38.2265 ↗
89. Affinity and reaction rate close to equilibrium10.1021/j150458a004 ↗
90. The equilibrium hypothesis in chemical kinetics10.1021/j150489a002 ↗
91. On the kinetics of the approach to equilibrium10.1016/0031-8914(61)90008-8 ↗
92. On symmetry-breaking instabilities in dissipative systems10.1063/1.1841255 ↗
93. Dissipative structures, dynamics and entropy
94. Time, structure, and fluctuations10.1126/science.201.4358.777 ↗
95. On the reciprocal relations of Onsager10.1063/1.1731098 ↗
96. Mechanical basis of diffusion10.1063/1.1733007 ↗
97. Diffusion, mobility and their interrelation through free energy in binary metallic systems
98. Diffusion of carbon in austenite with a discontinuity in composition
99. Models for numerical treatment of multicomponent diffusion in simple phases10.1063/1.351745 ↗
100. Thermodiffusion: the physico-chemical mechanics view10.1063/5.0028674 ↗