Literature DB >> 28213210

Comparison of sensitivity to artificial spectral errors and multivariate LOD in NIR spectroscopy - Determining the performance of miniaturizations on melamine in milk powder.

Raphael Henn1, Christian G Kirchler2, Maria-Elisabeth Grossgut3, Christian W Huck4.   

Abstract

This study compared three commercially available spectrometers - whereas two of them were miniaturized - in terms of prediction ability of melamine in milk powder (infant formula). Therefore all spectra were split into calibration- and validation-set using Kennard Stone and Duplex algorithm in comparison. For each instrument the three best performing PLSR models were constructed using SNV and Savitzky Golay derivatives. The best RMSEP values were 0.28g/100g, 0.33g/100g and 0.27g/100g for the NIRFlex N-500, the microPHAZIR and the microNIR2200 respectively. Furthermore the multivariate LOD interval [LODmin, LODmax] was calculated for all the PLSR models unveiling significant differences among the spectrometers showing values of 0.20g/100g - 0.27g/100g, 0.28g/100g - 0.54g/100g and 0.44g/100g - 1.01g/100g for the NIRFlex N-500, the microPHAZIR and the microNIR2200 respectively. To assess the robustness of all models, artificial introduction of white noise, baseline shift, multiplicative effect, spectral shrink and stretch, stray light and spectral shift were applied. Monitoring the RMSEP as function of the perturbation gave indication of robustness of the models and helped to compare the performances of the spectrometers. Not taking the additional information from the LOD calculations into account one could falsely assume that all the spectrometers perform equally well which is not the case when the multivariate evaluation and robustness data were considered. Copyright Â
© 2017 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Limit of Detection; Melamine; Miniaturization; NIR spectroscopy; PLSR; Robustness

Mesh:

Substances:

Year:  2017        PMID: 28213210     DOI: 10.1016/j.talanta.2017.01.035

Source DB:  PubMed          Journal:  Talanta        ISSN: 0039-9140            Impact factor:   6.057


  3 in total

1.  Distinct Difference in Sensitivity of NIR vs. IR Bands of Melamine to Inter-Molecular Interactions with Impact on Analytical Spectroscopy Explained by Anharmonic Quantum Mechanical Study.

Authors:  Justyna Grabska; Krzysztof B Beć; Christian G Kirchler; Yukihiro Ozaki; Christian W Huck
Journal:  Molecules       Date:  2019-04-10       Impact factor: 4.927

2.  Handheld Spectral Sensing Devices Should Not Mislead Consumers as Far as Non-Authentic Food Is Concerned: A Case Study with Adulteration of Milk Powder.

Authors:  Thierry Delatour; Florian Becker; Julius Krause; Roman Romero; Robin Gruna; Thomas Längle; Alexandre Panchaud
Journal:  Foods       Date:  2021-12-29

3.  Investigations into the Performance of a Novel Pocket-Sized Near-Infrared Spectrometer for Cheese Analysis.

Authors:  Verena Wiedemair; Dominik Langore; Roman Garsleitner; Klaus Dillinger; Christian Huck
Journal:  Molecules       Date:  2019-01-24       Impact factor: 4.411

  3 in total

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