Table. 2 Comparison of enthalpy values (in kJ mol−1) from ML predictions, experimental measurements, and DFT calculations under varying conditions, including different crystal symmetries, the presence or absence of phase transitions, and modifications to non-stoichiometry (δ) and Hubbard U values (in eV)
Formula | U | Pred. Vieten \(\Delta {h}_{o,{\rm{pred}}}\) δ=0.5 | Pred. Baldass. \(\Delta {h}_{o,{\rm{pred}}}\) δ=0.25 | Exp. \(\Delta {h}_{o,\exp }\) | DFT cubic → cubic \(\Delta {h}_{o,{\rm{DFT}},{\rm{c}}}\) Θ=1/24 δ = 0.125 | DFT ortho → ortho \(\Delta {h}_{o,{\rm{DFT}},{\rm{o}}}\) Θ=1/24 δ = 0.125 | DFT ortho → trigonal \(\Delta {h}_{o,{\rm{DFT}},{\rm{o}}-{\rm{t}}}\) Θ=4/24 δ = 0.5 | DFT ortho → ortho \(\Delta {h}_{o,{\rm{DFT}},{\rm{o}}}\) Θ=4/24 δ = 0.5 |
|---|---|---|---|---|---|---|---|---|
Oxidized: Ba0.875Ca0.125Zr0.875Mn0.125O₃ Reduced: Ba0.875Ca0.125Zr0.875Mn0.125O₃−δ | 0 | 457 | 327 | 305 | 384.192 | 331.008 | 553.140 | |
2 | 314.592 | 315.168 | 536.934 | 505.416 | ||||
3.8 (3.9) | 251.904 | 252.192 | 521.760 (517.530) |