Local Level Lab

Airborne measurements. Open methods.

Why do short noisy fits reach calibration limits?

20/24 fits pass numerical checks; 24/24 reach calibration limits.

All compared planted sensor settings lie inside the permitted bounds. Accurate later positions do not establish accurate or unique calibration.

The original outcomes remain unchanged. The complete uncertainty gate is not qualified. These are matched software settings with one shared noise seed, not independent aircraft observations.

Parameter Lower bound Upper bound Interior Unit
accel_bias_z 24 0 0 m/s2
accel_gain_y 24 0 0 %
gravity_delta 24 0 0 m/s2
gyro_bias_y 0 12 12 deg/hour
gyro_bias_z 24 0 0 deg/hour
gyro_gain_x 0 24 0 %
time_offset 6 14 4 s

The four stopping checks use their original frozen thresholds. A failed check is not relabeled.

Unfinished fit Failed check Evaluations used
increment-sphere_rotating-1-0 relative_cost_change 52/200
increment-sphere_rotating-1-1 relative_cost_change 52/200
point-sphere_still-1-0 relative_cost_change 53/200
point-sphere_still-1-1 relative_cost_change 51/200

This report reads saved results only: no refits, original recordings or protected inputs. A boundary-gradient sign is a local diagnostic, not proof of a unique optimum. Reference comparisons exclude starting attitude, velocity, position and the gravity fixture. A separately qualified experiment must distinguish weak calibration from an inadequate error model.

Parent study · Frozen plan · Next analyses.