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Performance of a Handheld MicroNIR Instrument for Determining Protein Levels in Sorghum Grain Samples.
Kamaranga H S Peiris1, Scott R Bean1, Xiaorong Wu1
1Grain Quality and Structure Research Unit, Center for Grain and Animal Health Research, USDA-ARS, Manhattan, KS 66502, USA.
Foods (Basel, Switzerland)
|August 26, 2023
Summary
Near infrared (NIR) spectroscopy effectively evaluates sorghum protein. A handheld NIR instrument (MicroNIR) showed acceptable performance for field screening, though a benchtop instrument (DA-7250) offered higher accuracy.
Area of Science:
- Agricultural Science
- Analytical Chemistry
- Spectroscopy
Background:
- Near-infrared (NIR) spectroscopy is a valuable tool for assessing cereal grain quality.
- Accurate protein content analysis is crucial for sorghum grain quality evaluation.
- Benchtop instruments provide a baseline for performance comparison.
Purpose of the Study:
- To compare the efficacy of a handheld NIR instrument (VIAVI MicroNIR OnSite-W) against a benchtop instrument (Perten DA-7250) for determining intact sorghum grain protein content.
- To assess the suitability of the MicroNIR for on-site or cost-effective sorghum protein screening.
Main Methods:
- Developed parallel NIR calibrations using both Perten DA-7250 and VIAVI MicroNIR instruments.
- Collected spectral data from 59 sorghum grain samples simultaneously with both instruments.
- Validated cross-validated calibration models using 33 independent test samples.
Main Results:
- The Perten DA-7250 achieved high accuracy (R²=0.94, RMSEP=0.52%, RPD=4.13) for predicting protein content in the test set.
- The VIAVI MicroNIR demonstrated acceptable performance (R²=0.87, RMSEP=0.76%, RPD=2.74), though less accurate than the DA-7250.
- The MicroNIR's performance was deemed suitable for screening sorghum protein levels in field or cost-sensitive applications.
Conclusions:
- While the benchtop DA-7250 provided superior accuracy, the handheld MicroNIR is a viable tool for screening sorghum protein content.
- The MicroNIR offers a practical alternative for field-based analysis or when budget constraints limit the use of benchtop equipment.
- This study validates the potential of portable NIR technology for on-farm or in-process quality assessment of sorghum.

