Data Lab / Can WSPR Detect Aircraft? A Pre-Registered Test Against ADS-B Ground Truth
Can WSPR Detect Aircraft?
Status: draft (pre-registered, awaiting data extraction) Issue: #120 Pre-registration: PRE-REGISTRATION.md
The prior question
Before we can responsibly evaluate any hypothesis claiming WSPR data can trace aircraft (e.g., the Godfrey WSPR-MH370 hypothesis), we must answer the prior question:
Can WSPR detect commercial aircraft at all, against ground truth, on a recent date with full ADS-B coverage and full WSPR archive coverage?
If the answer is no, the hypothesis is dead regardless of how compelling post-hoc pattern matches look. If the answer is yes, we have a reference signature for what an aircraft crossing actually looks like in WSPR data.
The honest design
- Pre-registration is locked before any data extraction — see
PRE-REGISTRATION.md. This is the contract. - Selection criteria, statistical test, threshold, and decision rule are all defined in advance.
- We pick station pairs whose great circle paths cross the North Atlantic Tracks corridor (50°N 30°W) — the busiest oceanic air corridor on Earth.
- We pick a recent date — 2026-04-03 (a Friday with dense ADS-B coverage).
- We pull WSPR spots from our 11.53B archive and ADS-B from OpenSky Network.
- We compute crossing events using great circle geometry with a 25 km Fresnel zone tolerance.
- We detrend SNR for diurnal ionospheric variation (30-min rolling median).
- Welch's t-test on |SNR residual| at crossing bins vs non-crossing bins.
- Bonferroni-corrected α = 0.00333 (3 pairs).
- Permutation null with 1000 shuffles is mandatory.
- Visual confirmation plot is mandatory.
Decision rule
| Outcome | Criterion |
|---|---|
| Positive | All three: parametric p < 0.00333, permutation p < 0.00333, visible by eye |
| Negative | All three: not significant, no visible association, null distribution overlaps observed |
| Ambiguous | Anything else. Reported as ambiguous, not promoted to positive. |
Honesty compact
- No moving thresholds after the fact
- No data-dependent metric switching
- No additional pairs tested if the first three are null
- No switching dates if the first date is null
- No comparison to MH370 in this paper (separate study)
- Negative result is published. A clean null on this is a bigger paper than a maybe-positive.
Status timeline
- Pre-registration locked (2026-04-10)
- OpenSky API client set up
- Station pairs selected per §5.1 of pre-reg
- WSPR + ADS-B extracted for 2026-04-03
- Pre-registered analysis run
- Result: TBD
Author: PMA
Published: 2026-04-10 · Updated: 2026-04-13


