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LRO

A 40 Å cubic copper supercell (~5202 atoms), long-range order.

copper_lro_generate.py reproduces this case.

Orientation refinement

MACE+wall relaxation

Energy

Copper LRO MACE energy per atom
stageE (eV/atom)
after orientation refinement-3.710
after cleanup-3.964
after MACE-4.015

g₃ distributions

After cleanup

After MACE

Bond length and angle distributions

Copper LRO bond length distributionCopper LRO angle distributionsCopper LRO pairwise g(r)