Table 1 The theoretical framework for simulation techniques used in computational investigations of HEMs

From: Toward high entropy material discovery for energy applications using computational and machine learning methods

HEM Properties

Models and Theories

Electronic-Structure Toolbox

Chemical Composition

Virtual crystal approximation (VCA)187, coherent potential approximation (CPA)188, special quasi-random structure (SQS)189, small set of ordered structures (SSOS)190, similar local atomic environment (SLAE)191

Cluster expansions, computational alchemy

Formation energies, elastic constants, defect concentrations

Equations of state (Murnaghan, Birch, etc.)192, convex Hulls193, Self-consistent chemical potentials194

Total energies, forces, and stresses for all different phases, defects, and periodic-boundary corrections for charged defects.

Chemistry And Reactivity, Surface Science

Potential-energy surfaces195, transition-state theory196, kinetic Monte Carlo (KMC)197, Marcus’s theory198, Franck–Condon Principle199

Total energies and forces, van der Waals functionals, nudged-elastic-band method, constrained DFT, non-adiabatic dynamics (surface hopping)

Phonon dispersions and thermomechanical properties, thermal and electrical transport, superconductivity.

Linear-Response theory200, Quasi-Harmonic Approximation201, Grüneisen Parameters202, Boltzmann transport equation203, equilibrium/non-Equilibrium green’s functions204, Allen–Dyne’s formula205, Migdal–Eliashberg equations206

Density Functional Perturbation Theory And 2n + 1 Theorem for Electron-Phonon, Phonon-Phonon Interactions, Born Effective Charges, Dielectric Tensor.

Finite-temperature properties and Helmholtz or Gibbs free energies, transport coefficients.

Molecular dynamics (MD)98, ab initio molecular dynamics (AIMD)207, thermodynamic integration208, meta dynamics, path-integral MD209, Green–Kubo relations210, density functional perturbation theory (DFPT)211.

Born–Oppenheimer and Car–Parrinello MD, thermostat and barostat.