Local Level Lab

Airborne measurements. Open methods.

Learning calibration and predicting later positions

24/24 generated fits passed every frozen check. The declared training/forecast calculation qualified.

Each fit starts from earlier receiver positions and raw generated IMU channels. It estimates calibration with every declared nuisance parameter active, then predicts the later path without a receiver reset. Later positions are exposed only after the forecast is saved. True attitude, velocity, gravity and calibration are not supplied to the fit.

These are two-minute generated maneuvering trajectories, not ESA recordings. They include the declared sensor biases and gains, with no random measurement noise added. Their small prediction errors are software results, not measured instrument accuracy. Every fit uses its generating geometry; this checks estimation and prediction, not a calibrated three-model decision.

Generating geometry Passed Converged Largest later horizontal RMS Largest later height RMS Largest later spatial error
Globe with specified field 8/8 8/8 1.5185e-05 m 3.23963e-07 m 3.62156e-05 m
Globe with zero field 8/8 8/8 1.49914e-05 m 3.73718e-07 m 3.57342e-05 m
Tested disc 8/8 8/8 4.73236e-05 m 5.30095e-07 m 0.00011114 m

A pass requires the numerical stopping checks, all calibration columns, horizontal and height RMS at most 0.1 m in both sections, and maximum spatial error at most 0.5 m. Small errors cannot relabel an unfinished fit. Neither convergence nor prediction agreement establishes unique calibration. All starts and failures remain in the evidence.

The run used 1477 native calls in 25.17 minutes. Saved-only verification checks raw array and prefix hashes, identical inputs across starts, fit labels, actual work and construction journals. It recomputes physical errors from saved predictions and independent Cartesian answers, with the frozen geometry constants. It performs no fit or propagation.

Actual sampling, receiver-error assessment and selection remain open before observed ESA comparisons. No reserved flight was used and no statistical confidence or Earth-model detection is claimed.

Frozen question and allowance · Known-correction controls · Roadmap