Experiments · E70

Did the quick check's relaxation estimate use the right measure of strain?

No. The whole cell's strain, not the atoms' size mismatch, predicts relaxation; the refitted model's error fell from 82 to 24 meV/atom.

In the log: The screen was correcting the wrong strain

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EXPERIMENTS.md · lines 3785–3876

E70 — The screen was correcting the wrong strain

E69 found the relaxation model had no resolving power inside the corner the generator works in and left it at that, with a note in the docstring. A survey of relaxations spread deliberately across the simplex - 56 so far, running to 120 - shows the problem is not local.

Predicted: the misfit model would hold across the whole space at about its stated 18 meV/atom, since that is the regime it was fitted for.

It has no skill anywhere. Leave-one-out across 51 diverse compositions:

leave-one-out
a constant 52.7 meV/atom
atomic size misfit squared - the form in use 52.6
Vegard strain squared 24.6
Vegard squared + misfit squared 22.4

The misfit form does not beat predicting the mean.

The right strain is the cell's, not the atoms'. Misfit measures how unlike the atoms are to one another. What costs the energy is the whole cell being held at 3.2935 A when the composition would rather sit between 2.98 and 3.60 - a strain running from -4.4 to +6.3 per cent across this design space. Correlation with relaxation: +0.89 against +0.23.

This is the same thing E53 found charged to every mixing energy, in a different place, and it went unnoticed for the same reason: the quantity with "misfit" in its name looked like the one that mattered.

Validated against something it was not fitted to. E53 measured, by a completely different route, what each element pays for being held at the shared lattice. Applying the new model to the pure elements:

V Zr Hf Mo W Ti Ta Nb
model 918 875 685 187 130 27 6 5
E53 measured 505 486 388 226 184 11 6 4

Correlation +0.97 on eight elements with nothing fitted to them. The least-strained are matched closely - Nb 5 against 4, Ta 6 against 6 - and the most-strained are overshot by about a factor of 1.8, which is what a harmonic form does where a real crystal softens. So the model has the physics and not the magnitude at large strain, and should not be trusted beyond a few per cent.

What it actually buys. Held out on the thirteen compositions of E69, none of them in the survey:

bias spread worst
old -23.9 13.3 43.3
new -16.2 13.0 34.8

So it is much better across the space and only modestly better inside the corner, where the Vegard strain barely varies either. The spread is unchanged at 13 meV, and the spread is what governs ranking - which is the only thing the screen is asked for. The absolute values improve; the generator's local discrimination does not.

And the first fix was wrong too, in a way that mattered more. Replacing misfit with Vegard strain while still forcing the fit through the origin made the quadratic too steep. Screening the 20,000-composition survey with it put vanadium-rich compositions in every one of the top six - V.69, V.73, V.81 - because vanadium carries the largest strain in the set and a through-origin quadratic overshoots there by hundreds of meV. That is the corner E56 established is full of Laves artefacts, and the screen had just been taught to manufacture them.

The missing piece was an intercept. At zero cell strain the measured relaxation is 28 meV/atom, not zero: the atoms still move off their sites when the box is the right size.

model, leave-one-out on 120 relaxations residual worst
misfit^2, through zero (the original) 82.4 383
Vegard^2, through zero (the first fix) 36.2 149
intercept + Vegard^2 26.0 58
intercept + Vegard^2 + misfit^2 24.0 112

With the intercept, vanadium-rich compositions in the top six go from six to none, and the most stable are Mo/Nb/Ta/W - the corner the full ladder independently confirms.

Final coefficients: 27.7 + 6.07 v^2 + 0.89 delta^2, in meV/atom with strains in per cent.

Held out on the thirteen compositions of E69, relaxed before this survey existed:

bias spread worst
original -23.9 13.3 43.3
refitted +9.0 12.7 31.8

Better on every measure, and the sign flipped. The old model under-reported stability, which is the safe direction for a rung that promotes rather than rejects - it could miss a candidate but never invent one. This one slightly over-reports. Nine meV against a forty meV threshold is small, but the screen can now flatter a composition, which it could not before, and anything it promotes still has to survive the rungs above it.

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