Test concentration inference with blanks and two wavelengths
Convert transmitted signals to absorbance, test a calibration proposal and reject unsupported or confounded inferences.
Learning outcome: Explain concentration/path/wavelength effects, distinguish exponential transmission from linear absorbance and diagnose single-analyte inference limits.
Starting recap
A logarithm converts a ratio to an additive scale. One µmol/L is 10⁻⁶ mol/L; absorbance is dimensionless and path is measured in cm.
All lessons are open directly. Your saved experiments remain when you leave and return.
Try
A mixture can look like 22 µmol/L of analyte at one wavelength and 60 µmol/L at another. A single-channel match need not establish composition.
Open the experimentPredict
Predict whether doubling path halves transmission or squares it. Predict whether matching one wavelength is enough to accept a single-analyte concentration.
Experiment
Match record A at both wavelengths and compare its doubled path. Propose22 for record B, inspect the second-channel residual, then test the twofold dilution and optional known-interferent explanation. Capture a valid inference and a refused signal case.
Test an absorbance-based concentration inference
Original optical signals · assumed absorptivities and calibration · Original synthetic blank/sample signals and stipulated wavelength-dependent molar absorptivities. Monochromatic absorption, matched reference/path and additive independent absorbers assumed. No empirical calibration, spectrum, scattering, activity or instrument accuracy is claimed. Usable relative transmittance floor 0.02 is an assigned guard, not a universal instrument limit.
Reset keeps your prediction, captures and practice history.
Normalize the signal before taking a logarithm
Record A, 1 cm path. Baseline unknown record. Relative detector signals are synthetic and share a fixed scale; blank signals are separate wavelength-specific references. Path length is 1 cm.
| Channel | T=sample/blank | A=−log₁₀T | Apparent single-analyte µmol/L | Status |
|---|---|---|---|---|
| 450 nm | 0.63096 | 0.20000 | 20.00000 | usable |
| 650 nm | 0.91201 | 0.04000 | 20.00000 | usable |
A missing positive blank prevents a ratio. A sample above its blank conflicts with this absorption-only reference model; no concentration is inferred. A ratio below the assigned 0.02 usable floor is reported without pretending that a logarithm establishes a reliable concentration. At T=0, no infinite measured absorbance is manufactured.
Test your proposal against both wavelengths
Your single-analyte proposal is 20 µmol/L = 2.000e-5 mol/L. The stipulated analyte absorptivities are 10,000 at 450 nm and 2,000 at 650 nm, in L mol⁻¹ cm⁻¹. Thus predicted A=εℓc. The proposal matches both channels.
| Standard concentration (µmol/L) | A450 | A650 |
|---|---|---|
| 0 | 0.00000 | 0.00000 |
| 10 | 0.10000 | 0.02000 |
| 20 | 0.20000 | 0.04000 |
| 40 | 0.40000 | 0.08000 |
Observed minus proposed absorbance: 450 nm: 0.00000; 650 nm: -0.00000. These exact synthetic standards illustrate the relationship; they are not a fitted noisy calibration or validation of real linearity.
Doubling path doubles absorbance under the model, but squares transmittance rather than halving it. Twofold dilution halves the absorbance contribution of each unchanged dissolved absorber. A wavelength with a larger analyte ε gives greater slope, but interference and detector limits also matter to choosing a useful channel.
Optional known-two-component explanation
Suppose only the specified analyte and a known interferent contribute additively, with interferent ε values 2,000 at 450 nm and 8,000 at 650 nm. Solve A450/ℓ=10000cA+2000cB and A650/ℓ=2000cA+8000cB. Concentrations in these equations are mol/L.
The algebraic solution is analyte 20.00000 µmol/L and interferent 0.00000 µmol/L. Both are nonnegative under the two-species assumption. Two equations fitted by two unknowns are not independent confirmation of either chemical identity.
Other absorbers, scattering, mismatched blanks, changes of speciation or nonlinearity can invalidate these assumptions. No measured uncertainty interval or detection limit is inferred.
Sources and scope
The numerical coefficients, standards and observations are invented for this investigation. The signal and Beer–Lambert definitions follow the cited teaching references; no physical measurement or complete spectroscopy course is claimed.
Sheffield Hallam: transmittance, absorbance and Beer’s lawYour single-analyte proposal matches both channels under the model.
Blank-correct transmittance before applying the logarithm. Absorbance is dimensionless and proportional to concentration/path under the assumptions; transmitted fraction is exponential. Agreement does not identify an unknown chemical.
Captures retain the synthetic optical packet and your concentration proposal. Replay recomputes signal validity, absorbance and model residuals; it does not measure a spectrum or identify chemicals.
Understand
Apply
Public practice checks a specific claim. It does not establish independent mastery.
Explain which assumptions connect signal, blank, absorbance and concentration. Distinguish calibration interpolation from extrapolation, two-equation fitting from independent chemical identification, and insufficient signal from a measured infinite absorbance.
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.
Save a science backup or import one
Science work is stored locally in this browser, separately from mathematics and AI. It does not sync automatically. Use this science-only backup; this checkout's older all-subject export does not include science.
A legacy file is available only when the complete snapshot fits the 36 MB limit. For larger snapshots, prepare a complete file set below; never discard notebooks to make a smaller file.
Matching imported notebook drafts replace their current drafts. Omitted lessons and known first attempts remain. Export your current work first if you want to retain both drafts.
Complete file sets and course backups
A file set can hold more work than one science file. Keep its manifest and every part together. Each file is limited to 36 MB. This format needs this version of LearnAI or a compatible newer version; older versions can use only the legacy single-file backup above.
The set includes every saved science course and global continuation at this moment. Later edits need a new export. A conflicting tab exports its own visible work, which may differ from saved work in another tab.
0 file(s) selected. File order and filenames do not determine identity. Missing, changed or conflicting parts block the entire restore; no good part is applied by itself.
Science storage: loading. No account or remote computation is required.