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Research · LAB-0004

Burn Sequence Validation: Identical Recipes, Different Measured Colors

Validating the measurement chain while investigating unexpected color variation observed during sequential laser processing. Five identically burned control cells produced measured colors far outside our agreement threshold — a pattern the data is consistent with linking to burn order, though this hasn't been isolated from other explanations.

Methodology & Lab PracticeEquipment & Machine TestingRepeatability & Process Control
Post-burn photograph of the LAB-0004 12-cell validation grid on a 304 stainless mirror-finish coupon
Figure 1. LAB-0004 coupon immediately after laser processing, prior to color measurement.

At a glance

Equipment
xTool F2 Ultra 60W MOPA, Nix Spectro 2
Materials
304 stainless steel, mirror finish
Machine settings
Control cell speed100 mm/s
Test cell speeds150, 250, 350 mm/s
Frequency20 kHz
Power60%
Pulse width20 ns
LPCM600
Scan angle45°
Measurement aperture2 mm diameter (8 mm cell size, 6 mm clearance)

Background

TD3D's color-measurement work depends on trusting the instrument and the process that feeds it, not just the numbers that come out. Our first published validation run established that a burn-and-scan session needs enough readings, in the right places, to produce a trustworthy result — a single reading per cell isn't enough.

This lab is the next run in that validation effort. Before this burn, an earlier design pass identified a data-handling issue in how the test layout was being assembled — a step that could otherwise cause cells to be mislabeled or fired with the wrong recipe — and corrected it. This run was the first chance to confirm that fix on a real burn, using a dedicated 12-cell validation coupon rather than reusing an earlier one.

Objective

Validate the measurement chain end to end: confirm the corrected layout-assembly process preserves an authored design through to the physical burn, and confirm the Nix Spectro 2 produces a repeatable, trustworthy reading under our multi-scan protocol. This was a measurement-validation run, not a color-family or finish study.

Experimental design

The validation coupon carried 12 cells across five roles:

  • 5 CONTROL cells (K01–K04, QC-1), all burned at one identical recipe, meant to establish a shared color baseline
  • 3 TEST cells (V1–V3), one per speed (350, 250, and 150 mm/s), included to exercise the instrument across a range of tones
  • 2 BLANK cells, left deliberately unburned as a bare-substrate reference
  • 1 LOCATOR cell, used only for physical orientation on the plate
  • 1 SACRIFICIAL cell, burned first to neutralize any startup effects before the cells that matter were burned

QC-1, one of the five control cells, also served as the dedicated repeatability host: 10 static reads without moving the instrument, plus 5 additional reads lifting and re-seating it between each one.

Layout reference diagram for LAB-0004, labeling all 12 cells by role: SAC-1, LOC-1, K01, K02, K03, QC-1, V1, V2, V3, BLK-1, BLK-2, K04Figure 2. LAB-0004 cell layout, labeled by role. Burn order runs left to right, top to bottom.

Methodology

The coupon — a 304 stainless steel plate, mirror finish — was burned in a single session, approved and confirmed by a human operator; nothing fired automatically. Before burning, the laser's aperture-to-cell fit and the spectrophotometer's self-calibration were both checked and logged. After burning, the coupon was photographed and scanned with the Nix Spectro 2: 55 total readings across all measured cells, all in D50/2°/M2 geometry, hash-verified and logged alongside the photo evidence. The full run — design, burn approval, burn confirmation, evidence ingest, and audit — took about 15 hours.

Every reading was checked against the same multi-scan validation protocol established in our first run: a minimum number of reads per cell, a static-repeatability check, a re-seat repeatability check, and agreement across the identical-recipe control cells tight enough to set a shared measurement tolerance.

Results

The corrected layout-assembly process held up: the authored design — which cell plays which role, which recipe each one uses, which cells stay blank — matched what was actually burned, with no mislabeling.

The instrument performed very well. Static repeatability (10 reads on one cell, without moving it) averaged ΔE00 0.118, with a maximum of 0.179. Re-seat repeatability (5 reads, lifting and re-seating the instrument each time) averaged 0.138, with a pairwise maximum of 0.367. Both are well inside the thresholds we require before trusting a reading. The three test cells also each showed at least one internally consistent reading area, meeting our within-cell consistency check.

Where this run did not pass: the five identical-recipe control cells did not agree with each other. Their measured colors ranged from ΔE00 1.13 (the closest pair) up to ΔE00 11.41 (the widest pair) — well outside the ≤2.0 agreement threshold this check requires. Because the instrument itself measured so consistently elsewhere in this same run, this spread does not look like instrument noise. Lightness (L*) fell steadily in the same order the cells were burned in — 17.980, 17.870, 15.023, 11.412, 7.085 — rather than scattering randomly. The two blank (unburned) reference cells agreed closely with each other, as expected.

Discussion

The evidence here is consistent with accumulated heat across the burn sequence affecting the resulting color — later-burned cells measured progressively darker, in a smooth, one-directional pattern rather than random scatter. That's the leading hypothesis, but this design cannot fully separate "burned later in time" from "positioned differently on the plate," since the control cells weren't repeated at different points in the sequence. Further experimentation — repeating identical-recipe controls at the start, middle, and end of a burn sequence — is needed to isolate the effect before it can be treated as established.

What this run does establish cleanly: the measurement instrument and protocol are sound, and the layout-assembly fix from the previous design pass held under a real burn. The open question this lab surfaces — whether, and how much, burn sequence affects color at a fixed recipe — is now a well-defined, measurable question for the next run, rather than an unknown.

Key findings

  • The measurement chain itself checked out cleanly: static repeatability averaged ΔE00 0.118 (max 0.179) and re-seat repeatability averaged 0.138 (pairwise max 0.367) — both well inside our pass thresholds.
  • Five control cells burned at one identical recipe did not agree with each other. Measured colors spanned ΔE00 up to 11.41 — far outside the ≤2.0 agreement threshold — so no valid control band could be established from this run.
  • Control lightness (L*) fell in the same order the cells were burned in, from 17.980 down to 7.085. This observed correlation is consistent with the leading hypothesis that accumulated heat across the burn sequence affected color, though burn order and cell position weren't tested independently in this design, so the cause is not isolated.
  • A data-handling defect identified in an earlier design pass did not recur: the authored cell layout, role assignments, and recipes were preserved exactly as designed through to the physical burn.

Limitations

  • Burn order and grid position were not tested independently in this design, so a position-based effect cannot be ruled out.
  • Tonal separation among the three test cells (350/250/150 mm/s) is confounded by the same burn-order pattern observed in the controls, so no speed-to-color relationship can be asserted from this run.
  • Acceptance thresholds for the repeatability and agreement gates are provisional for this material and finish.

Future work

  • Re-run with control cells placed at the start, middle, and end of the burn sequence, with repeats at each position, so a within-position control band can be computed separately from any across-sequence drift.
  • Record the actual firing order and timestamp for each cell as part of the measurement data, so order can be compared directly against measured color.
  • Test whether a cooling pause between cells reduces the spread among identical-recipe controls.
  • Carry forward the validated instrument repeatability numbers from this run — they do not need to be re-established.

Related products

Revision history

  • v1.0 · 2026-06-20

    Initial verdict, computed from the full Nix Spectro 2 export (55 reads).