Library / Mathematical Modeling DPF
Jump to passage
In this reading

Link to current text

Published source confirmed at last check

Source changed 2026-10-03 10:39:28 UTC · snapshot created 2026-10-03 10:40:04 UTC · last check 2026-10-03 11:35:10 UTC

MMP.16:5.1 - The largest response difference disappears in the readout

A team has two candidate response laws for a calibrated device assumed valid over the input range 0 to 2:

  • H1: y=x;
  • H2: y=x^2.

Both agree at the previously inspected inputs 0 and 1. The team needs to know whether the modeled response at x=2 is below or above 3. The laws answer differently: 2 and 4. Their applicability across the range is an assumption supplied for this case.

With a numerical readout r=y+e and a known error bound -0.1 <= e <= 0.1, the design x=2 gives:

DesignH1 recordsH2 recordsConsequence
x=2, numerical readout[1.9,2.1][3.9,4.1]Disjoint intervals separate the alternatives.

Now recover a missed feature of the actual instrument: it saturates at 1. Its record is r=min(1,y+e). At x=2 both alternatives always record 1. The large latent response difference gives no distinction at all.

Changing the input to x=0.5 yields:

DesignH1 recordsH2 recordsConsequence
x=0.5, saturating readout[0.4,0.6][0.15,0.35]Both ranges lie below saturation and are disjoint.

This design separates the supplied alternatives without replacing the instrument. A record 0.27 retains H2; a record 0.52 retains H1. A record 0.37 fits neither under the given error bound, so it reopens the response or observing assumptions rather than forcing a label.

The result at x=0.5 supports the answer at x=2 through the supplied response families. If those families were justified only up to x=1, this design would not establish the requested extrapolation. The next work would concern that range extension or access to a suitable direct observation.

If the only available inputs were 0 and 1 and the record error law were the same under both accounts, the available designs would not separate them. That conclusion concerns the stated access; it does not say the response question is unanswerable under every possible instrument.