Table 1 Results of predicted and experimentally obtained \(\Delta {h}_{o}\,\) for a wide range of perovskites from 237 to 457 kJ mol−1

From: Discovery of materials for solar thermochemical hydrogen combining machine learning, computational chemistry, experiments and system simulations

Formula

Name

Enthalpy

Pred.

(δ = 0.5)

\(\Delta {h}_{o,{\rm{pred}}}\)

(kJ/mol)

Enthalpy

Pred.

(δ = 0.25)

\(\Delta {h}_{o,{\rm{pred}}}\)

(kJ/mol)

Enthalpy

Exp.

(δ variable)

\(\Delta {h}_{o,\exp }\)

(kJ/mol)

Differences with exp. value (kJ/mol)

Relative Errors

(%)

Reference

Ba0.875Ca0.125Zr0.875Mn0.125O₃

BCZM

457

327

305 (δ avg.)

152/22

49.8/7.2

This work

LaCo0.875Ni0.125O₃

LCN

237

294

251 (δ avg.)

14/43

5.6/17.1

This work

La0.125Sr0.875Fe0.875Mn0.125O₃

LSFM

262

314

207 (δ avg.)

55/107

26.6/51.7

This work

La0.875Ba0.125Fe0.875Co0.125O₃

LBFC

305

333

186 (δ avg.)

119/147

64/79

This work

YMnO₃

YM

352

332

304 (δ = 0.1)

48/28

15.8/9.2

Qian et al.88

CaTi0.5Mn0.5O₃

CTM

222

239

215 (δ = 0.1)

7/24

3.3/11.2

Qian et al.37

La0.8Sr0.2MnO₃

LSM20

286

354

300 (δ = 0.07)

14/54

4.5/18

Carrillo and Scheffe.23

Sr0.5Ti0.5MnO3

STM

290

275

225 (δ = 0.1)

65/50

28.9/22.2

Qian et al. 77

La0.5Sr0.5MnO₃

LSM50

278

330

248 (δ = 0.1)

33/82

12.1/33.1

Carrillo and Scheffe 23

La0.625Ca0.375Mn0.625Al0.375O₃

LCMA

290

317

289 (δ = 0.07)

1/28

0.4/9.7

Takacs et al.83

Ca0.66Ce0.33Ti0.33Mn0.66O3a

CCTM

221

299

318* (δ = 0.01)

(−97)/(−19)

43.67/6.0

Wexler et al.58

  1. aNote that \(\triangle {h}_{o,\exp }\) of CCTM that was obtained from DFT calculations.