Standardization from a benchtop to a handheld NIR spectrometer using mathematically mixed NIR spectra to determine
Neirivaldo Cavalcante da Silva1, Cláudia Jéssica Cavalcanti2, Fernanda Araújo Honorato2
1Department of Fundamental Chemistry, Federal University of Pernambuco, Brazil.
Analytica Chimica Acta
|January 14, 2017
Summary
This study introduces virtual standards for calibration transfer in spectroscopy, enabling portable instruments to use data from benchtop models. This method saves time and resources by avoiding physical sample transfer for recalibration.
Area of Science:
- Analytical Chemistry
- Spectroscopy
- Chemometrics
Background:
- Field measurements using portable instruments are increasingly important.
- Calibration transfer techniques allow models from benchtop instruments to be used with portable ones, saving time and cost.
- Traditional methods require physical transfer samples, which can be unstable.
Purpose of the Study:
- To evaluate virtual standards for calibration transfer using the reverse standardization (RS) method.
- To standardize spectral data from dissimilar fuel samples (gasoline, biodiesel blends) between a benchtop and a portable NIR spectrometer.
- To avoid issues associated with physical transfer samples like volatilization and composition changes.
Main Methods:
- Virtual standards were created by mathematically mixing spectra of pure solvents.
- Reverse standardization (RS) was applied to transfer calibration models.
- Partial least squares regression (PLS) models were built for fuel quality parameters.
Main Results:
- Standardization using virtual standards yielded RMSEP values comparable to reference method reproducibility for most parameters.
- The RS procedure successfully transferred spectral data between dissimilar spectrometers.
- Deviations were noted for density and biodiesel content when using virtual samples.
Conclusions:
- The use of virtual standards with the RS method is a promising approach for calibration transfer between benchtop and portable NIR spectrometers.
- This technique facilitates the use of robust benchtop models on portable devices for fuel analysis.
- Virtual standards offer a viable alternative to physical transfer samples, simplifying field measurements.
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