Local Level Lab

Airborne measurements. Open methods.

Training information may narrow the prediction region

The affine contractor is implemented and all 10 component tests pass, including exact-rational feasible-point checks, signed/zero columns, near-touching bounds and overflow rejection. A separately frozen finite qualification is next; no native uncertainty box has been narrowed by these tests.

The connected native source passes all 24 frozen interface controls. Useful recording-scale nonlinear bounds remain the limiting requirement. A small calibration box chosen around a fitted answer is not automatically a valid replacement for the full declared parameter region.

The next mathematical prerequisite contracts a box using necessary training constraints while retaining every nuisance coordinate. For an approximation f(theta) = f0 + J*(theta-center) + remainder, observations y, componentwise measurement allowances e and valid global remainder bounds r imply

\[ y-f_0+J\,center-e-r\leq J\theta \leq y-f_0+J\,center+e+r. \]

Each row provides conservative bounds for a coordinate by allowing every other coordinate to vary over its entire current interval. Intersect those bounds with the old box and repeat a finite number of times. Use outward arithmetic; preserve zero/unidentified columns. A contradiction may exclude a box only when its entire outward row interval misses the necessary constraint. Lack of contraction is a valid outcome, not a reason to delete a parameter.

Implementation and qualification

What this does not supply

This calculation cannot establish the measurement allowances, global nonlinear remainders or native floating-point error. Those must be valid over each input box. Any statistical coverage comes from a separately justified training-noise event and shared scale, not from interval contraction itself. If every true parameter satisfies the input inequalities on that event, conservative repeated intersection preserves that same event; it does not create another independent confidence claim.

If the full-box remainder makes the inequalities uninformative, this step may leave the box unchanged. Supported short-prefix constraints, separate branches or tighter global propagation would then be needed. No observed fit or protected ESA outcome is authorized by a successful affine software control.

Native interface · Recording-scale limitation · Roadmap.