2026.1 Conventions for signed findings in this library2026.3 Learned inversion of modelled carbon Raman spectra, with a refusal gate

Finding 2026.2A deterministic synthetic corpus for the amorphous-carbon Raman inverse problem

R. J. YorkFounder & CEO, SSX360 Corp. — Honolulu, Hawaiʻi

Released 2026-09-03 · Updated 2026-09-05 · Version 1.2 · Claim status MODELLED · Keywords: Raman spectroscopy, amorphous carbon, synthetic corpus, forward model, Tuinstra–Koenig, Ferrari–Robertson, determinism, benchmark

Abstract. A seeded, hash-pinned corpus of 3,400 synthetic Raman spectra of disordered and amorphous carbon, generated from a forward model after Ferrari and Robertson, with declared corruptions and five benchmark tasks. It exists to qualify an inversion pipeline before any measured spectrum is admitted; no physical film is represented.

Errata

2026-09-03 — v1.1: §(ii) now states that the hydrogen-dependent D-band factor and G-band shift are declared model parameters; the attribution to [CFR05] is limited to the photoluminescence trend. No numerical result changes.

2026-09-05 — v1.2: T4 and T5 definitions restated to match the v2.0 preprint exactly (T4 is the T2 error on the 100 degenerate 514-nm rows with noise-free ratio in 0.35–2.05; T5 is the mean absolute L_a error in Å on the 45 corrupted rows). No numerical result changes.

All errata

Contents
§2026.2(i)Purpose
§2026.2(ii)Forward model
§2026.2(iii)Corpus design
§2026.2(iv)Tasks
§2026.2(v)Determinism and provenance
§2026.2(vi)What the corpus is for

§2026.2(i) Purpose

An inversion pipeline that reads crystallite size, amorphisation stage, and sp³ fraction out of a carbon Raman spectrum cannot be trusted on measured data until it has recovered known parameters from spectra whose parameters are known exactly. This finding describes the corpus built for that purpose. It is a forward-model output: every spectrum in it was synthesised from declared physics and declared distributions, regenerates byte-identically from its seed, and carries no information about any real device or film. Results obtained on it, reported in Finding 2026.3, regression-test the pipeline; they support no physical claim.

§2026.2(ii) Forward model

The model follows the three-stage interpretation of Ferrari and Robertson [FR00]. In stage 1, from graphite to nanocrystalline graphite, the disorder ratio obeys the Tuinstra–Koenig relation [TK70],

2026.2.1
Å [KW89]

and in stage 2, from nanocrystalline graphite to amorphous carbon, the relation reverses,

2026.2.2
Å⁻²

The two branches meet at the turnover Å, where both give a ratio of 2.2, so that the ratio is continuous but not invertible on its own: a ratio below 2.2 corresponds to one crystallite size on each branch. The G band is given a Breit–Wigner–Fano line shape and the D band a Lorentzian, disorder-activated, as in [FR00].

The second corpus version adds three effects declared as next steps in the first. Both constants scale with excitation wavelength as

2026.2.3

which leaves the turnover invariant. Compressive stress shifts the G band upward at 5 cm⁻¹ per GPa, to 8 GPa in sp³-rich films, relaxed by hydrogen; the rate is a declared model parameter. Hydrogenated films carry three effects. The photoluminescence background has a slope that rises with hydrogen content, following the trend reported by Casiraghi, Ferrari and Robertson [CFR05]. The D band is suppressed by a factor for hydrogen fraction , and the G band shifts upward with hydrogen; the factor and the shift are declared model parameters chosen for the corpus, not literature values, and the measured phase will test them.

§2026.2(iii) Corpus design

PropertyValue
Samples3,400: train 2,400, validation 400, test 600
Seed3407, fixed; regeneration is byte-identical
Grid1,000–1,800 cm⁻¹, 801 points
Excitations325, 514 and 633 nm
Corruptions6.1% of rows: cosmic-ray spikes, detector saturation, mislabelled excitation wavelength, mid-scan laser burn
MetadataProcess parameters carried alongside each spectrum

The corruptions are not noise in the ordinary sense; they are the failure modes of real acquisitions, planted so that a pipeline can be scored on whether it notices them.

§2026.2(iv) Tasks

Five tasks are scored on the held-out test split. T1 assigns the amorphisation stage and is scored by macro-F1. T2 recovers and is scored by mean relative error, reported separately for the degenerate subset near the turnover, where the ratio alone cannot decide the branch. T3 recovers the sp³ fraction and is scored by mean absolute error. T4 scores resolution of the degenerate branch directly: the T2 error on the 100 test rows at 514 nm whose noise-free disorder ratio lies between 0.35 and 2.05. T5 scores robustness as the mean absolute error, in ångström, on the 45 corrupted rows of the split.

§2026.2(v) Determinism and provenance

The corpus is regenerated from its seed before every evaluation and the SHA-256 digest of the regenerated files is compared with the digest recorded in the append-only ledger of §2.2; a mismatch fails the release gate described in Finding 2026.4. Any change to the generator is therefore a change to the corpus that the ledger records, and a result quoted against the corpus is quoted against a specific digest.

§2026.2(vi) What the corpus is for

The corpus answers one question: does a given pipeline recover the parameters that generated a spectrum, including under the planted corruptions? It cannot answer whether the forward model is complete, which is a question for measured spectra; the physics baseline of Finding 2026.3 shows the consequence of the turnover between equations 2026.2.1 and 2026.2.2 directly. The next step, in the programme's own terms, is to replace the synthetic spectra with measured ones from characterisation partners and to run the unchanged harness.

How to cite

R. J. York, “A deterministic synthetic corpus for the amorphous-carbon Raman inverse problem”, Finding 2026.2, ryanjamesyork.com, version 1.2, 2026-09-05. https://ryanjamesyork.com/findings/2026/2

@misc{york2026_2,
  author  = {York, Ryan James},
  title   = {A deterministic synthetic corpus for the amorphous-carbon Raman inverse problem},
  year    = {2026},
  month   = {9},
  note    = {Finding 2026.2, version 1.2},
  url     = {https://ryanjamesyork.com/findings/2026/2},
  howpublished = {ryanjamesyork.com}
}
Compiled edition

This finding is compiled, with Finding 2026.3 and Finding 2026.4, in the preprint “Resolving the Raman crystallite size turnover in nanocrystalline graphite with a synthetic benchmark” (v2.0, 2026-09-05, PDF, 17 pp.). See Publications.

Provenance

Source: /findings/2026/2.md · SHA-256 4355b34410a3339f0c9fa47cafa38e991be48b682e54ee294bb3be917aeaff99
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