Test a source estimate against a reacted-tracer counterexample
Endmember mixing uses distinct source compositions to infer contributions to a mixture. A two-source concentration relation is linear when volumes mix consistently, source concentrations are known and stable, and the tracer is conservative along the relevant flow paths. Those are causal assumptions, not consequences of solving the equation.
Learning outcome: Compare removal 0 and 10 at true fraction 0.25. Retain both tracers, calculate the erroneous inversion and propose an independent observation that could distinguish reaction from a changed endmember.
Starting recap
Specify the spatial, temporal and material boundary; keep observation, residual, model parameter and inferred mechanism distinct.
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Try
At true f 0.5, tracer A starts 30 mg/L. Removing 4 leaves 26, which falsely implies f 0.4 under the conservative inversion. Tracer B remains 30 mg/L and recovers f 0.5. The disagreement tests the assumed observation model rather than proving the actual high source vanished.
Open the experimentPredict
Can two source-fraction estimates disagree because one tracer reacted rather than because the water fractions changed?
Experiment
Compare removal 0 and 10 at true fraction 0.25. Retain both tracers, calculate the erroneous inversion and propose an independent observation that could distinguish reaction from a changed endmember.
Test a conservative two-endmember source estimate
Worked teaching model · synthetic values · Two endmembers: tracer A 10/50 mg/L, tracer B 20/40 mg/L. Ideal volume mixing, constant endmembers; A then loses selected concentration, B remains conservative. Invert A as if conservative to reveal bias. No actual source assignment or pollutant risk is inferred.
Reset keeps your prediction, captures and practice history.
| Quantity | Value | Unit |
|---|---|---|
| Tracer A before reaction | 30 | mg/L |
| Tracer A after removal | 26 | mg/L |
| Conservative tracer B | 30 | mg/L |
| True high-source fraction | 0.5 | fraction |
| Fraction inferred incorrectly from reacted A | 0.4 | fraction |
| Fraction inferred from conservative B | 0.5 | fraction |
A source fraction is identifiable only under a valid mixing and reaction model.
A negative inferred fraction is diagnostic of inconsistent endmembers, reaction or error, not a physical negative source. Do not clamp it silently or assume a second tracer automatically resolves all unknown sources.
Predict, change one control, and save contrasting captures. Reconstruct the balance with units; then explain a process the ledger deliberately leaves out. Display precision is not measurement precision.
A source fraction is identifiable only under a valid mixing and reaction model.
A negative inferred fraction is diagnostic of inconsistent endmembers, reaction or error, not a physical negative source. Do not clamp it silently or assume a second tracer automatically resolves all unknown sources.
Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.
Understand
Apply
Public practice checks a specific claim. It does not establish independent mastery.
For true fraction 0 and A removal 6 mg/L, compute observed A and its naive inferred fraction. How should the negative estimate be reported?
Continue
Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.
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