Experiments · E3

Must the simulated box of atoms be large before its energy can be trusted?

Withdrawn. The screening model showed small boxes off by up to 15 meV/atom, but a later quantum check found no clear size effect.

In the log: Finite-size behaviour in MACE: 16, 54, 128, 250 atoms

supersededDate 2026-09-12, as written in the logrung 2 · hull, MACE0 predictions · 0 result paragraphsEXPERIMENTS.md lines 77–106
exp E3 diagram
What E3 did and how it came out, drawn from this record and the files it names (book/assets/diagrams/exp/E3.svg).

Results

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The full record

EXPERIMENTS.md · lines 77–106

E3 — Finite-size behaviour in MACE: 16, 54, 128, 250 atoms

Date 2026-09-12 · Question How large must the cell be before one occupancy is a usable number? · Provenance …/cellsize.py

Method. As E2, at four supercell sizes (n x n x n conventional bcc, 2n^3 sites), 16 occupancies each, two compositions. Deviation measured against the 250-atom cell.

system 16 54 128 250 (ref)
MoTaVW mean dH -120.84 -119.63 -113.86 -112.86
deviation 8.0 6.8 1.0 -
MoNbTaVW mean dH -115.82 -99.88 -100.12 -100.75
deviation 15.1 0.9 0.6 -
sd, MoTaVW 8.35 7.13 4.53 2.82
sd, MoNbTaVW 11.17 6.55 4.21 3.60

Interpretation. The 16-atom cell is biased, not merely noisy — up to 15 meV/atom, larger than the gaps being ranked. 54 atoms is composition-dependent (0.9 meV for one system, 6.8 for the other), and a composition-dependent error reorders candidates rather than shifting them together. 128 atoms converges both to ~1 meV of the 250-atom reference.

Scatter falls more slowly than 1/sqrt(N) — 2.96x at 250 atoms where independent averaging predicts 3.95x — because random occupancies share correlated local environments. That is the argument for SQS over averaging.

Status of the claim. Measured in MACE only, and not confirmed - see E17, where the DFT shift from 16 to 54 atoms is +4.65 +/- 2.88 meV/atom, within noise. The 128-atom DFT point remains unmeasured.

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