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The Telescope Diagnosed Its Optics From Ordinary Stars

A revised WaveDiff recovered wide-field wavefront error to about three percent using only noisy in-focus observations.

Published Updated Story ID: mp-2026-08-03-007
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Summary

A revised WaveDiff recovered wide-field wavefront error to about three percent using only noisy in-focus observations.

WaveDiff combines a differentiable optical model with learned wavefront features to infer telescope aberrations from stellar images. A projection step linking its parametric and learned components reduced simulated wavefront-recovery error from about 30 percent to about three percent while slightly improving pixel-space modeling. The result was demonstrated on noisy, undersampled observations in simulation and still needs instrument-specific validation.

Why it matters

A revised WaveDiff recovered wide-field wavefront error to about three percent using only noisy in-focus observations.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. A revised WaveDiff recovered wide-field wavefront error to about three percent using only noisy in-focus observations.

    Evidence: source-2026-08-03-007

Sources

  1. Astronomy & Astrophysics: in-focus wavefront recoveryEDP Sciences · secondary reporting

Corrections

No corrections have been recorded for this story.