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SCIENCE · INVESTIGATE AND EXPLAIN

Separate quadrature error from an uncertain force record

Audit an approximate work integral and avoid inventing precision from additional samples.

Learning outcome: Compare n=2,4,8 at epsilon=.2. Reconstruct the endpoint weights, separate both error terms, and propose a calibration check that more intervals cannot replace. Retain failed and revised estimates.

Starting recap

Derive the integral or derivative, preserve the system boundary, and reject physically inaccessible continuations.

All lessons are open directly. Your saved experiments remain when you leave and return.

Try

n=4 gives trapezoid 12.25 J and exact bias.25 J. With epsilon=.2 N, coherent reading bound.4 J and total conservative error bound.65 J. At n=8, bias.0625 J leaves total.4625 J.

Open the experiment

Predict

Does doubling the number of samples automatically halve a coherent force-calibration bound?

Experiment

Compare n=2,4,8 at epsilon=.2. Reconstruct the endpoint weights, separate both error terms, and propose a calibration check that more intervals cannot replace. Retain failed and revised estimates.

Separate integral truncation from force-reading bounds

Worked teaching model · synthetic values · Teacher generator F=2+3x² N over 0–2 m. Composite trapezoids with exact distances; each reading has bound epsilon. Report exact generator bias and worst-case coherent reading error, not measured apparatus accuracy or a confidence interval.

Reset keeps your prediction, captures and practice history.

Supplied force samples

force (N)position (m)02140

Axes rescale independently. Curves join sampled coordinates; a joining segment is not additional measured evidence. Read physical units rather than screen angles or apparent slopes.

Supplied force samples: numerical coordinates
position (m)force (N)
02
0.52.75
15
1.58.75
214
Calculated values under the declared model
QuantityValueUnit
Exact generator work12J
Trapezoid estimate12.25J
Exact truncation overestimate0.25J
Coherent reading-error bound0.4J
Total conservative absolute-error bound0.65J

More intervals reduce this truncation error, not a coherent calibration bound.

For this quadratic force, the composite trapezoid overestimate is 4/n² J. Positive quadrature weights sum to path length 2 m, so errors bounded by epsilon give at most 2 epsilon J. Distances are stipulated exact; timestamp/position calibration and real force-law mismatch remain unmeasured.

Derive before checking. Retain contrasting captures and explain one assumption that could fail; calculated evidence is not actual laboratory work.

More intervals reduce this truncation error, not a coherent calibration bound.

For this quadratic force, the composite trapezoid overestimate is 4/n² J. Positive quadrature weights sum to path length 2 m, so errors bounded by epsilon give at most 2 epsilon J. Distances are stipulated exact; timestamp/position calibration and real force-law mismatch remain unmeasured.

Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.

Understand

The exact trapezoid-error formula and deterministic error-bound derivation below are supplied numerical enrichment. The core task remains estimating work from force-position evidence, checking units and explaining limitations; these particular error formulas are not asserted as mandatory AP exam content.

Specify the generator and the measured claim

The teacher-known synthetic force is F(x)=2+3x² N from 0 to 2 m. Its exact integral is 12 J. The workbench supplies samples at n equal intervals and compares a trapezoidal estimate with that known answer. These are generated values, not a measurement of a real instrument or an unknown force law.

Construct the weighted sum

With h=2/n, the composite trapezoid uses half weight for endpoints and full weight for interior samples, multiplied by h. It joins adjacent force samples with straight segments. Because this quadratic is convex, those chords sit above the curve and the estimate overstates work. Direct summation gives an exact bias 4/n² J for this generator.

Propagate a bounded reading error

Suppose every force reading has an assigned absolute bound epsilon. All trapezoid weights are positive and sum to the path length 2 m, so the worst-case coherent work error is 2epsilon J. It does not decrease as one over sqrt(n) without a separate justified independent-noise distribution. A common calibration offset can shift every reading together.

Combine distinct uncertainties honestly

A conservative bound relative to this exact generator is 4/n²+2epsilon. Increasing n reduces the numerical truncation term but not the coherent calibration allowance. Distance readings are stipulated exact here. Uncertain position, an omitted interaction or departure from the quadratic generator requires additional analysis rather than being hidden inside the displayed bound.

Design an independent comparison

A velocity-derived kinetic-energy change can provide a separate comparison with a net-force work integral, but only when mass, velocity and force system boundaries match. Retain raw records and calibrations for both methods. Agreement between two outputs computed from the same known generator is not an independent apparatus validation; altered coefficients can test arithmetic transfer but not replace new measurement evidence.

Worked original case

n=4 gives trapezoid 12.25 J and exact bias.25 J. With epsilon=.2 N, coherent reading bound.4 J and total conservative error bound.65 J. At n=8, bias.0625 J leaves total.4625 J.

Investigation

Compare n=2,4,8 at epsilon=.2. Reconstruct the endpoint weights, separate both error terms, and propose a calibration check that more intervals cannot replace. Retain failed and revised estimates.

Public numerical transfer practice

Try a new practice case

With n=10 and epsilon=.1 N, what is the total conservative work-error bound in joules?

This public, unsaved check is not a secure assessment. Explain the derivative, integral or boundary in the retained course evidence workspace.

Sources and evidence boundary

Original teaching, values and calculations, checked 30 October 2026 against the official calculus-based Mechanics framework and OpenStax work and kinetic energy. The numerical packets are supplied or generated, not measured apparatus records. No physical launch, machinery, loading or field intervention is requested. Public feedback and virtual captures do not establish independent mastery or supervised laboratory participation.

Apply

Does doubling the number of samples automatically halve a coherent force-calibration bound?

Public practice checks a specific claim. It does not establish independent mastery.

What changes if position readings are uncertain or the selected force is not net?

Continue

Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.

Skipping retains experiments and awards no mastery.

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