Contents: ① Refractometer Brix (soluble solids ≠ pure sugar) → ② Handheld NIR Brix meter (1050 nm subtracts the scattering background) → ③ PLS modeling without data leakage → ④ Total sugar by phenol–sulfuric acid at 490 nm → ⑤ Standard bias and sugar alcohols that give no color → ⑥ Residual plot, LOD/LOQ and the Class B Somogyi titration method. Open on YouTube →
Maple syrup line (10:10–11:13, boiled to about 4°C above the boiling point of water ↔ 66 °Brix) Orange juice line QC (06:56–07:57, in-line refractometer monitoring) Beet sugar line (15:25–17:09, lime purification)
Today's question: the “40:1” in the maple syrup video sounds like a catchy rhyme — does it survive a mass-balance check? (We come back to answer it in the “Data” section.)
Six acts: Predict → ① Refractometer Brix → ② Handheld NIR with background subtraction → ③ PLS without data leakage → ④ Phenol–sulfuric acid at 490 nm → ⑤ Standard bias and sugar alcohols → ⑥ Residuals and the Class B Somogyi method. Open the lab in a new tab ↗
Theory review: this session does not repeat the full definitions of Brix, reducing sugars and total sugar, or the textbook vs Class B method comparison — see the full content in 📖 Full-principles deck (Nielsen Ch19, including the “textbook vs Class B” comparison) →.
| Filter center (nm) | Paired LED center (nm) | Purpose |
|---|---|---|
| 875 | 880 | x1 = A875 − A1050 |
| 900 | 900 | x2 = A900 − A1050 |
| 950 | 950 | x3 = A950 − A1050 |
| 980 | 980 | x4 = A980 − A1050 |
| 1020 | 1020 | x5 = A1020 − A1050 |
| 1050 | 1064 | Common reference |
| 1064 | 1064 | x6 = A1064 − A1050 |
| Approach | What is measured | Wavelength | Model and calibration | Main error sources |
|---|---|---|---|---|
| Refractometer (this week's method) | Refractive index of squeezed juice | — (visible light) | Zero with pure water, sucrose check solution | Temperature, uneven juice, where the juice is taken from |
| ATAGO handheld (patent design) | Light scattered by the flesh, non-destructive | 6 LEDs, 7 filters (875–1064 nm) | Multiple linear regression + two temperatures, built per fruit by the manufacturer | Cultivar, skin thickness, temperature, measurement position, ambient light |
| Felix F-750 (MMS-1) | Light scattered by the flesh, non-destructive | 310–1100 nm continuous spectrum | User builds the PLS model | Same as above, plus the model's applicability range |
| This course: NIR + PLS (W10–W13) | Reflectance spectra of skin or flesh | Avantes 300–1100, 900–1650 nm; InnoSpectra NIR-S-G1 900–1700 nm | Build a PLS model yourself using refractometer Brix as the reference | Same as above, plus probe contact and fiber position |
For extended terms (overtone/combination, PLS, RMSECV) see W10 Principles ↗ W13 Quality metrics ↗
| Abbreviation | Name | Formula | In plain words |
|---|---|---|---|
| Bias | Bias | Σ(ŷ − y) / n | Whether predictions are too high or too low on average (positive = overestimate); positive and negative errors cancel, so Bias ≈ 0 does not mean accurate |
| MAE | Mean absolute error MAE | Σ|ŷ − y| / n | Ignoring sign, the average miss per fruit in °Brix; the most intuitive |
| RMSEP | Root mean square error of prediction RMSEP | √[ Σ(ŷ − y)² / n ] | Square, average, then take the square root, so large errors are amplified; also in °Brix, and the one most often reported in papers and by manufacturers |
y = refractometer reference value, ŷ = NIR predicted value, n = number of independent fruit. The same formula is called RMSEC when computed on the training set, RMSECV with cross-validation, and RMSEP only when computed on a test set that took no part in model building. Other abbreviations: NIR = near-infrared, PLS = partial least squares regression, DM = dry matter.
Statistics Ch04 Calibration curve ↗ 📖 Full-principles deck (UV-Vis colorimetry) →
| Method ⇅ | Quantitation ⇅ | Color reagent/titrant ⇅ | End point/wavelength ⇅ | Applicable sugars ⇅ | Category ⇅ |
|---|
| Time | Contents |
|---|---|
| 0:00–0:30 | Briefing + safety demonstration: rules for concentrated sulfuric acid/phenol, fume hood use |
| 0:30–1:15 | Refractometer calibration (distilled water zero + sucrose standard check) and Brix measurement of each sample |
| 1:15–1:45 | Prepare glucose standards, dilute samples (maple syrup / orange juice / sports drink / winter melon tea) |
| 1:45–3:00 | Phenol–sulfuric acid color reaction and 490 nm readings (all in the fume hood) |
| 3:00–3:40 | Class B method introduction + calculation practice (Somogyi/Bertrand, no hands-on work) |
| 3:40–4:00 | Plot the calibration curve, enter data into the summary table |
Rule of 86: 86/2% ≈ 43 : 1, consistent with the volume ratio calculated above; the video's “40:1” fits exactly if the sap is just slightly sweeter (about 2.18%) — the order of magnitude matches, so this claim survives a mass-balance check.
Colab NB07: Open NB07 in Colab ↗ · Beginner (no coding): Excel practice workbook EX07 ⬇. The report must include: Brix and total sugar results for each sample, calibration curve and residuals, LOD/LOQ, the orange juice Brix vs total sugar discussion, and one Class B calculation.
Tap to tick — make sure you really can do it.