Database statistics:

A total of 793 entries, including 1000+ La-based rare-earth-free materials discovered through our ML and adaptive genetic algorithm (AGA) searches, are registered in our database. Data statistics are summarized here.

Phase diagrams:

Binary phases: La-Si (No entries), La-P (No entries), La-Co (No entries), La-Pb (No entries), Si-P (No entries), among others.
Ternary phases: La-Si-P (794 entries), La-Co-Pb (No entries), among others.

Benchmark test:

Benchmark results are summarized here, where we compare theoretical and experimental values.
random selection: La-Si-P (794 entries found)
Displaying 9 entries out of 9 entries found.
Crystallographic data Sstructural stability [Footnotes] Magnetic properties [Footnotes, magnetic units] Methods References
Materials ID Formula Formula units per cell Atomic sites per cell Crystal system Space group [Number] Formation energy (eV/atom) Energy relative to convex hull (eV/atom) Structure search Averaged magnetic moment (μB/atom) Magnetic polarization, Js (T) Methods References
REMD-27 La6Si2P3 4 44 orthorhombic Pnma [62] -0.828 0.317 ML 0.00 0.00 DFT WX
REMD-120 La6Si2P3 4 44 orthorhombic Cmcm [63] -1.063 0.082 ML 0.00 0.00 DFT WX
REMD-187 La6Si2P3 4 44 monoclinic P2_1/c [14] -0.880 0.265 ML 0.00 0.00 DFT WX
REMD-250 La6Si2P3 2 22 trigonal P-31c [163] -0.852 0.294 ML 0.00 0.00 DFT WX
REMD-299 La6Si2P3 1 11 triclinic P1 [1] -0.933 0.213 ML 0.00 0.00 DFT WX
REMD-601 La6Si2P3 2 22 trigonal P-31c [163] -0.833 0.312 ML 0.00 0.00 DFT WX
REMD-724 La6Si2P3 2 22 hexagonal P6_3/mcm [193] -0.357 0.788 ML 0.00 0.00 DFT WX
REMD-739 La6Si2P3 4 44 monoclinic C2/m [12] -1.059 0.086 ML 0.00 0.00 DFT WX
REMD-780 La6Si2P3 2 22 monoclinic C2/m [12] -1.046 0.099 ML 0.00 0.00 DFT WX
Footnotes:
  1. Formation energy:
    We perform DFT calculations to calculate the total enegies of all the structures. The formation energy is computed with respect to a linear combination of the total energies of reference elemental phases. When the formation energies are plotted as a function of chemical composition, a set of stable compounds forms a convex hull, which represents a boundary (theoretical lower limit) in a compositional phase diagram. Metastable compounds lie above the hull, and the energy relative to the hull (distance to the hull) is a useful quantity to examine the metastability of a new compound. The lower the formation energy above the convex hull, the more likely it is for the material to exist.
Collaborative PIs:
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