Almonds are nutritious edible nuts from the almond tree and can be eaten whole or processed in other foods. During processing, quality control (QC) parameters like moisture levels are checked to ensure that the correct percentage is reached before moving on to other stages (e.g., grinding or packaging). When determining almond quality, destructive analytical techniques are helpful but can involve extensive sample preparation and solvent extractions. These traditional techniques are also slow and expensive. Nondestructive near-infrared spectroscopy (NIRS) is a great alternative because it is fast, simple, and cost effective [1]. In this study, almond moisture content (water content), protein content, and fat have been measured using NIRS. NIR spectroscopy offers the rapid and reliable prediction of several quality parameters in seconds without any sample preparation
60 samples of ground almonds and 60 samples of whole almonds were measured on a Metrohm NIR Analyzer. All measurements were performed in reflection mode (1000–2250 nm) using the large cup accessory. The samples were measured in rotation to collect spectral data from diverse areas. Spectral averaging of signals from several spots helped to reduce sample inhomogeneity. Metrohm software was used for all data acquisition and prediction model development.
The obtained NIR spectra of whole almonds (Figure 1) and ground almonds (Figure 2) were used to create prediction models for the quantification of protein, fat, and moisture content. The quality of the prediction models was evaluated using correlation diagrams (Figures 3–8) which display a very high correlation between the NIR prediction and the reference values. The respective figures of merit (FOM) display the expected precision of a prediction during routine analysis.
Result protein content in whole almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.997 | 0.23 | 0.28 |
Result moisture content in whole almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.998 | 0.22 | 0.25 |
Result fat content in whole almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.917 | 1.56 | 1.84 |
Result protein content in ground almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.999 | 0.10 | 0.14 |
Result moisture content in ground almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.999 | 0.09 | 0.15 |
Result fat content in ground almonds
| R2 | SEC (%) | SECV (%) |
|---|---|---|
| 0.914 | 1.62 | 1.67 |
This Application Note demonstrates that almond protein content analysis, almond fat content analysis, and almond water content (or almond moisture content) analysis can be done with NIRS. NIR spectroscopy offers users a faster, simpler, highly accurate alternative to standard analytical methods for the analysis of ground and whole almonds during processing and final product quality control (Table 1). By using NIRS, all of these parameters can be measured simultaneously without sample preparation, saving time and money.
| Parameter | Norm | Method |
|---|---|---|
| Crude protein | AOAC 950.48 | Kjeldahl digestion |
| Moisture | AOAC 925.40 | Loss on drying |
| Fat | AOAC 948.22 | Soxhlet extraction |
- Duduzile Buthelezi, N. M.; Tesfay, S. Z.; Ncama, K.; et al. Destructive and Non-Destructive Techniques Used for Quality Evaluation of Nuts: A Review. Scientia Horticulturae 2019, 247, 138–146. DOI:10.1016/j.scienta.2018.12.008