New investigation · 16 October 2026

Temperature explains much of the distortion. What remains at orbital startup?

Both orbital starts and endings, component-temperature tests, and the actual spatial remainder. All results distinguish measured-attitude conditioning from a complete WCS prediction.

Answer: we cannot yet explain all WCS change. The thermal association is measurable; the remaining startup pattern is coherent. Added temperature channels help one startup but do not provide a transferable explanation of both.

1. Both starts and endings remain explicit

Archived whole-day withheld predictions. Gray is measured WCS displacement relative to a common reference; orange removes known aberration and measured attitude; blue is the remaining thermal-prediction error. Thin blue lines are individual cameras.
Archived whole-day withheld predictions. Gray is measured WCS displacement relative to a common reference; orange removes known aberration and measured attitude; blue is the remaining thermal-prediction error. Thin blue lines are individual cameras.
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Three panels use the archived nested-selected thermal/lag policy and all-camera attitude. Orbit48 startup uses its separately archived instantaneous model and cameras2–4 attitude. Camera1 is flagged there. These are different policies/supports, not one homogeneous benchmark. All scores are 2D vector RMS; 1mpx=0.001 native detector pixel.

Window Exposures CCDs After VA + measured attitude [mpx] Thermal prediction error [mpx]
o47_first 49 16 9.203 3.625
o47_last 49 16 7.553 1.099
o48_first 38 12 10.294 3.624
o48_last 49 16 24.781 1.246
Actual signed probe fields at each interval’s largest thermal-error exposure. All after-thermal panels share one colour scale; the before-thermal scale differs. Gray orbit48 camera1 is missing, not zero.
Actual signed probe fields at each interval’s largest thermal-error exposure. All after-thermal panels share one colour scale; the before-thermal scale differs. Gray orbit48 camera1 is missing, not zero.
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Interpretation: coherent startup errors remain in both orbits. Small ending errors do not prove a complete physical or autonomous pointing model.

2. Does scale track temperature?

Each camera: measured scale and held-block prediction; partial temperature–scale relation with identical time/orbit terms removed from both axes; and held-block errors. Conditional slopes are full-sample descriptions, not heldout estimates.
Each camera: measured scale and held-block prediction; partial temperature–scale relation with identical time/orbit terms removed from both axes; and held-block errors. Conditional slopes are full-sample descriptions, not heldout estimates.
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Underlying measured, calibrated and remaining spatial fields
Orbit47 window-mean fields: measured after aberration/attitude, full-data thermal calibration, and remaining field. Same arrow scale; these are descriptive calibration maps, not withheld prediction errors.
Orbit47 window-mean fields: measured after aberration/attitude, full-data thermal calibration, and remaining field. Same arrow scale; these are descriptive calibration maps, not withheld prediction errors.
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Orbit48 corresponding maps, with flagged camera1 at startup. All displayed maps use the same cameras2–4 attitude convention; the scalar scale plot above retains its original all-camera convention.
Orbit48 corresponding maps, with flagged camera1 at startup. All displayed maps use the same cameras2–4 attitude convention; the scalar scale plot above retains its original all-camera convention.
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3. Do temperatures at different camera parts explain more?

Three all-camera endpoint tests. Added component contrasts do not improve orbit47 startup beyond mean sensors2–5. Axes have different ranges; compare numerical values within each panel.
Three all-camera endpoint tests. Added component contrasts do not improve orbit47 startup beyond mean sensors2–5. Axes have different ranges; compare numerical values within each panel.
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Prediction errors above, actual selected C3 temperature contrasts below. Startup sensor differences evolve strongly, but that alone does not establish additional predictive skill.
Prediction errors above, actual selected C3 temperature contrasts below. Startup sensor differences evolve strongly, but that alone does not establish additional predictive skill.
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Actual signed errors and all-family image comparison
Signed errors for the fixed contrast family at its worst exposure in each day; all components use one symmetric scale.
Signed errors for the fixed contrast family at its worst exposure in each day; all components use one symmetric scale.
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Every family on identical selected exposures with common colour scaling. Statistics use every test exposure; these snapshots illustrate the underlying spatial pattern.
Every family on identical selected exposures with common colour scaling. Statistics use every test exposure; these snapshots illustrate the underlying spatial pattern.
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Separate orbit48 startup test using cameras2–4 only: extra component information helps modestly, unlike orbit47. Measured attitude is still supplied.
Separate orbit48 startup test using cameras2–4 only: extra component information helps modestly, unlike orbit47. Measured attitude is still supplied.
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Orbit48 startup: actual spatial errors at one common exposure for all families, under one colour scale. Extra predictors leave visible residual structure.
Orbit48 startup: actual spatial errors at one common exposure for all families, under one colour scale. Extra predictors leave visible residual structure.
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Family O47 first [mpx] O47 last [mpx] O48 first C2–4 [mpx] O48 last [mpx]
time 7.001 2.298 16.259 2.081
barrel 2.757 1.105 4.127 1.217
barrel_gradient 2.765 1.109 4.026 1.223
barrel_sensor10 2.781 1.110 4.092 1.219
barrel_sensor67 3.023 1.092 3.589 1.267
contrasts 2.965 1.083 3.532 1.248
contrasts_history12h 5.283 1.102 4.127 1.250
contrasts_rate 2.984 1.053 3.386 1.234

4. What shape remains?

The signed maps show broad offsets/gradients and localized edge structure. Per-CCD translation, isotropic scale, shear, rotation and non-affine terms describe that shape; they do not identify its mechanical cause. A per-CCD translation is not automatically spacecraft pointing. Camera-wide radial expansion can also contribute to those offsets; a local-mode budget alone cannot exclude it.

Actual withheld errors split into per-CCD modes. Left bars retain all exposure–probe squared errors; right bars square the time-averaged field. These are different denominators, not causal variance allocations.
Actual withheld errors split into per-CCD modes. Left bars retain all exposure–probe squared errors; right bars square the time-averaged field. These are different denominators, not causal variance allocations.
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Enlarged window-mean residual directions with a common5mpx key; nine actual probes displayed perCCD. Sky-map sign is opposite fixed-star displacement to first order; CCD orientations retained, camera placement schematic.
Enlarged window-mean residual directions with a common5mpx key; nine actual probes displayed perCCD. Sky-map sign is opposite fixed-star displacement to first order; CCD orientations retained, camera placement schematic.
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Unchanged predictions scored on all81, inner49 or outer32 probes perCCD. This diagnoses spatial concentration; it is not an improved correction. Outer probes remain inset from detector edges.
Unchanged predictions scored on all81, inner49 or outer32 probes perCCD. This diagnoses spatial concentration; it is not an improved correction. Outer probes remain inset from detector edges.
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Window CCD offsets [% squared error] Scale [% squared error] Non-affine [% squared error]
o47_first 57.080 3.638 33.594
o47_last 32.927 3.512 56.025
o48_first 75.249 1.542 18.697
o48_last 17.023 2.762 68.767
Gray: actual mean withheld residual. Blue: its fitted camera-centred radial component, using one free amplitude per camera and exposure in the matching attitude convention. This descriptive projection fits residuals; it is not a new heldout forecast.
Gray: actual mean withheld residual. Blue: its fitted camera-centred radial component, using one free amplitude per camera and exposure in the matching attitude convention. This descriptive projection fits residuals; it is not a new heldout forecast.
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Supplement: full-data calibration mode inventory
Per-CCD spatial modes of window-mean fields after full-data calibration. This display can average away time-variable errors and is not a prediction-accuracy result. The heldout endpoint maps above determine the forecast limitations.
Per-CCD spatial modes of window-mean fields after full-data calibration. This display can average away time-variable errors and is not a prediction-accuracy result. The heldout endpoint maps above determine the forecast limitations.
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5. Sensor identities, possible causes and discriminating tests

Sensor identity

Channel Sector20 FITS description Instrument Handbook TableA.3
2 Lens Barrel L1
3 Lens Barrel L2
4 Lens Barrel L3/4
5 Lens Barrel L4/3
6 FPE Housing Generic PT1000 sensor6
7 FPE Housing Base Plate
9 FPA Housing CCD Case
10 FPA Mosaic Mosaic

Shape of the withheld remainder

What could cause the remainder?

Candidate Signature to test Present limit
Unequilibrated optics or unmeasured thermal gradients History-dependent scale/distortion at matched sensor temperatures Tested contrasts/history do not close both startups
Camera or detector alignment changes Relative CCD translations, rotation/shear and smooth nonradial fields Spatial decomposition identifies shape, not the moving component
Guide response or attitude convention Common rotation with a distinct relative-camera pattern Measured attitude is supplied; controller/commanded-attitude reconstruction remains open
PSF/centroid or WCS-fitting bias Magnitude/colour/pixel-phase dependence or large edge-localized residuals Header maps alone cannot distinguish physical motion from estimator errors

Tests that would make the paper's explanation stronger

Conclusion: temperature is a useful predictor, and the residual's spatial shape narrows the next tests. Complete physical attribution and an independently verified full-orbit WCS accuracy budget are not yet established.

Download interpretation and test bullets · Figure hashes