Li-Bi-2022-06-12¶

The current structure dataset comprises 37819 structures generated from elemental ICSD structures and binary ICSD prototype alloy structures. A more detailed procedure is found in Phys. Rev. B 102, 174104 (2020).

Predictions using Pareto optimal MLPs

../../_images/prediction-ecoh-volume65.png

The cohesive energy and volume are obtained by performing a local structure optimization from the DFT equilibrium structure. In addition, the DFT equilibrium structure is obtained by optimizing a prototype structure included in ICSD, and the prototype is used as the structure legend in the figure. Therefore, the structure type of the converged structure is sometimes different from that shown in the legend even if the potential energy surface predicted by MLP is almost the same as the true one.

The other properties predicted by each Pareto optimal MLP are available from column Predictions in the following table.

Pareto optimals¶
Name	Time [ms] (1core/36cores)	RMSE [meV/atom]/[eV/A]	Predictions	Files
pair-1	0.027 / 0.005	113.21 / 0.3191	–	–
pair-17	0.027 / 0.005	87.467 / 0.2773	–	–
pair-33	0.028 / 0.005	25.290 / 0.1306	–	–
pair-37	0.039 / 0.005	24.778 / 0.1293	–	–
pair-49	0.041 / 0.005	14.000 / 0.1010	–	–
pair-50	0.078 / 0.008	10.874 / 0.0913	–	–
pair-51	0.123 / 0.014	9.7070 / 0.0878	predictions	`mlp.lammps` `input` `log`
pair-60	0.335 / 0.025	7.1786 / 0.0769	predictions	`mlp.lammps` `input` `log`
gtinv-182	0.525 / 0.035	4.2501 / 0.0502	predictions	`mlp.lammps` `input` `log`
gtinv-257	0.792 / 0.055	3.6839 / 0.0457	predictions	`mlp.lammps` `input` `log`
gtinv-260	1.166 / 0.082	3.5595 / 0.0470	predictions	`mlp.lammps` `input` `log`
gtinv-269	1.464 / 0.086	3.3966 / 0.0438	predictions	`mlp.lammps` `input` `log`
gtinv-272	1.986 / 0.120	3.0019 / 0.0437	predictions	`mlp.lammps` `input` `log`
gtinv-426	2.207 / 0.144	2.9587 / 0.0475	predictions	`mlp.lammps` `input` `log`

Column “Time” shows the time required to compute the energy and forces for 1 MD step and 1 atom, which is estimated from a simulation of 10 runs for a structure with 284 atoms using a workstation with Intel(R) Xeon(R) CPU E5-2695 v4 @ 2.10GHz. Note that the MLPs should be carefully used for extreme structures. The MLPs often return meaningless values for them.

All Pareto optimal MLPs are available here.