Evidence date24 Aug 2026
AreasP01
OutcomeObserved in real data
●   How we do it / Result

What shapes a measurement, checked against real satellite data

Question

Do viewing geometry and sensor spectral response show up in real measurement evidence the way RefCal expects, with the conditions recorded?

Observed in real data Superseded How stages are defined

This result has been superseded by What shapes a measurement, rechecked on a like-for-like basis (27 Sept 2026). It stays published as part of the record.

§ 01
The result

What we did

RefCal's first research area asks whether effects that shape a measurement show up in real evidence, and whether the conditions under which they were measured are recorded.

Three checks bounded what this set can claim:

  • Atmospheric aerosol: a comparison against 87 real AERONET measurements was examined, then excluded as RefCal retrieval evidence when follow-up showed the SIAC output largely reproduced its CAMS prior.
  • Viewing geometry: real per-swath viewing and sun angles were extracted from Sentinel-2 product metadata at four reference sites and matched to RefCal's own results at those sites, to check whether a change in viewing geometry between orbits produces the size and sign of effect the model predicts.
  • Sensor spectral response: a real, independently measured reference reflectance spectrum was passed through RefCal's Sentinel-2A and Landsat 9 sensor-response operators, both built from the sensors' own official calibration data, to confirm the models connect consistently to a real measurement.

What we saw

The atmospheric comparison did not provide independent evidence that RefCal retrieved aerosol correctly. It measured a third-party processor output that follow-up analysis found was largely locked to its CAMS prior, so this set makes no atmospheric-retrieval claim from those values.

The viewing-geometry check found a real effect with the expected sign at two of the four sites, of a size the geometry-only explanation could not account for on its own; the model showed that one candidate explanation (how the atmospheric processing handles view angle) was too small by more than thirty times to be the cause. Which of the two remaining candidate causes is responsible is not yet settled; see the P02 research area.

The sensor spectral-response check passed: the real reference spectrum produced consistent, physically sensible outputs from both sensor models, confirming that RefCal can connect Sentinel-2 and Landsat readings of the same target on real, measured input.

What it means

The viewing-geometry and sensor-response parts of RefCal's measurement model are grounded in real evidence, not only designed test cases, and their conditions are recorded. The atmospheric comparison shows a boundary instead: a passed-through prior cannot be treated as evidence that RefCal retrieved the atmosphere independently.

§ 02
Conditions and limits
  • Part of the viewing-geometry evidence for this historical entry compared surface readings with top-of-atmosphere reference values, a mismatch corrected in September 2026. It was rechecked on a matching basis and carried forward by the superseding entry.
  • The atmospheric comparison did not establish RefCal retrieval skill: the third-party SIAC output largely reproduced its CAMS prior. Those aerosol numbers are retained as a limit, not used as evidence for this result.
  • The viewing-geometry effect was measured at four reference sites using real orbit metadata; it isolates that one effect is present but does not yet separate it from every other candidate cause at every site.
  • The sensor spectral-response check forwarded one real, independently measured reference spectrum through the sensor models; it shows the mechanism connects sensor models consistently, not that two sensors agree radiometrically on real scenes.
  • The coverage factor used to size the atmospheric comparison is a declared engineering assumption, not a published reference figure.
§ 03
Data and credits
  • RadCalNet RadCalNet reference measurements, with citation to Bouvet et al. 2019, Remote Sensing 11(20), 2401.
  • AERONET AERONET aerosol optical depth measurements, NASA Goddard Space Flight Center and station PIs.
  • Copernicus Sentinel-2 and USGS Landsat Contains modified Copernicus Sentinel data 2023-2025; Landsat data courtesy of the U.S. Geological Survey.
§ 04
Areas of work
§ Contact

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