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LRO

A 40 Å cubic silicon supercell (~3068 atoms), long-range order.

silicon_lro_generate.py reproduces this case.

Orientation refinement

MACE+wall relaxation

Energy

Silicon LRO MACE energy per atom
stageE (eV/atom)
after orientation refinement-4.663
after cleanup-4.938
after MACE-5.138

g₃ distributions

After cleanup

After MACE

Bond length and angle distributions

Silicon LRO bond length distributionSilicon LRO angle distributionsSilicon LRO pairwise g(r)