Li-Al-2022-06-12

The current structure dataset comprises 37980 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

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	81.563 / 0.2240	–	–
pair-17	0.027 / 0.005	55.878 / 0.1638	–	–
pair-33	0.028 / 0.005	23.434 / 0.1153	–	–
pair-37	0.039 / 0.005	22.841 / 0.1148	–	–
pair-49	0.041 / 0.005	12.583 / 0.0720	–	–
pair-50	0.078 / 0.008	6.5264 / 0.0640	predictions	mlp.lammps input log
pair-51	0.123 / 0.014	6.1142 / 0.0644	predictions	mlp.lammps input log
pair-60	0.335 / 0.025	4.7512 / 0.0572	predictions	mlp.lammps input log
gtinv-725	0.481 / 0.044	4.5455 / 0.0481	predictions	mlp.lammps input log
gtinv-182	0.525 / 0.035	2.6492 / 0.0335	predictions	mlp.lammps input log
gtinv-257	0.792 / 0.055	2.5828 / 0.0328	predictions	mlp.lammps input log
gtinv-598	2.297 / 0.159	2.5610 / 0.0339	predictions	mlp.lammps input log
gtinv-626	3.153 / 0.217	2.4107 / 0.0329	predictions	mlp.lammps input log
gtinv-177	4.188 / 0.281	2.3588 / 0.0348	predictions	mlp.lammps input log
gtinv-633	4.199 / 0.297	2.1728 / 0.0329	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.