Local Level Lab

Airborne measurements. Open methods.

Verified stopping: matched prediction comparison

Comparison qualification: not passed. Passing requires all six new fits to converge, preserving the five previously completed fits without worsening their training objectives by more than 0.1%. This does not qualify a global optimum, factory calibration or statistical significance. The original unfinished result remains unchanged. Matched original results preserve every comparison.

5/6 training fits converged. Prediction comparison: unresolved. All results below come from the same previously selected recording. The final portion was withheld from these new fits, but the whole recording had already been examined during development. This is a retrospective prediction check, not an independent confirmation or a calibrated statistical detection.

No upstream removal favors globe in the completed prediction comparison: the globe family has lower prediction cost than the stationary flat disc.

Upstream removal allowed remains unresolved. Stationary flat disc has not converged. Its best permitted fit has not been established; an unfinished fit does not count as equal support for the models.

An IMU (inertial measurement unit) records turning and acceleration. The source is ILVIS0_applanix_57300_610_LVIS_38614965.013, IMU type 21, 2015-10-05 12:45:50–12:53:08 UTC, median ground speed 878.1 km/h. Fit the first 292 receiver epochs (291 seconds) and predict the remaining 147 epochs (146 seconds), with one second between portions. The model propagates continuously from its initial state; it receives no GPS reset at the split.

Direct prediction errors

Direct errors compare the propagated track with the later receiver positions without applying a correlated-error adjustment. Horizontal distance uses the same common reference coordinate metric as the clock trial. Calibration and initialization use training inputs only. Both cases ask whether a fraction of the background rotation was removed before the IMU measurements were logged: one fixes that removal to zero, and the other fits a common fraction. These retain the original processing assumptions.

Processing case Model Fit status Training horizontal / vertical RMS (m) Prediction horizontal / vertical RMS (m) Evaluations
No upstream removal Rotating globe converged 0.0420819 / 0.137315 2.44939 / 3.32878 98
No upstream removal Stationary globe converged 25.2562 / 0.547846 142.896 / 2.0275 93
No upstream removal Stationary flat disc converged 12.9151 / 1.40734 165.962 / 3.17364 144
Upstream removal allowed Rotating globe converged 0.0424884 / 0.137349 2.22324 / 3.3264 103
Upstream removal allowed Stationary globe converged 25.2562 / 0.547845 142.896 / 2.02749 99
Upstream removal allowed Stationary flat disc unresolved 8.45319 / 1.32933 255.695 / 2.72764 199

Covariance-adjusted diagnostics

These diagnostics condition the assumed receiver errors on the training residuals using the full-window cross-covariance. They do not alter the predicted aircraft track or add GPS fixes to its propagation. Costs remain separate from the direct errors above. Parameter uncertainty is omitted; these are plug-in checks at fitted parameters, not calibrated predictive coverage.

Processing case Model Training cost Primary prediction cost Conservative prediction cost, same parameters
No upstream removal Rotating globe 1.0234 23.8242 0.604959
No upstream removal Stationary globe 6237.87 46976.3 868.4
No upstream removal Stationary flat disc 1994.89 100565 2355.07
Upstream removal allowed Rotating globe 1.02304 20.6033 0.535226
Upstream removal allowed Stationary globe 6237.87 46976.5 868.403
Upstream removal allowed Stationary flat disc 1352.28 216460 4815.96

Model ordering is descriptive. Both globe candidates are profiled at the shape stage; the rotation comparison is reported only after all six fits converge and both processing cases favor globe. Unfinished fits are retained as unfinished and are not treated as equally good model fits.

Rotation comparison is withheld because shape is not consistently resolved in favor of globe.

Evidence and reproduction

The six starts used 736 recorded evaluations and about 35.6 minutes of fitting/diagnostics. An interrupted or failed start remains charged and has no retry allowance. Fit ledger records stopping messages and gradients; per-epoch compressed CSV files preserve training/prediction roles, direct errors and both innovation streams. Plan records the split, assumptions and finite scope. Original studies remain frozen.

This renderer verifies publication hashes and reads saved metadata only. It performs no native prediction or optimization.

env PYTHONPATH=analysis ~/venv/bin/python docs/ilvis0-verified-stop-trial-20261011/build_report.py