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SRO

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

silicon_sro_generate.py reproduces this case.

Orientation refinement

MACE+wall relaxation

Energy

Silicon SRO MACE energy per atom
stageE (eV/atom)
after orientation refinement-4.030
after cleanup-4.719
after MACE-5.037

g₃ distributions

After cleanup

After MACE

Bond length and angle distributions

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