Evaluation of a calibration transfer between a bench top and portable Mid-InfraRed spectrometer for cocaine classification and quantification
A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening m...
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Veröffentlicht in: | Talanta (Oxford) 2020-03, Vol.209, p.120481-120481, Article 120481 |
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Sprache: | eng |
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Zusammenfassung: | A portable Fourier Transform Mid-InfraRed (FT-MIR) spectrometer using Attenuated Total Reflectance (ATR) sampling is used for daily routine screening of seized powders. Earlier, ATR-FT-MIR combined with Support Vector Machines (SVM) algorithms resulted in a significant improvement of the screening method to a reliable and straightforward classification and quantification tool for both cocaine and levamisole. However, can this tool be transferred to new (hand-held) devices, without loss of the extensive data set? The objective of this study was to perform a calibration transfer between a newly purchased bench top (BT) spectrometer and a portable (P) spectrometer with existing calibration models. Both instruments are from the same brand and have identical characteristics and acquisition parameters (FT instrument, resolution of 4 cm−1 and wavenumber range 4000 to 500 cm−1). The original SVM classification model (n = 515) and SVM quantification model (n = 378) were considered for the transfer trial.
Three calibration transfer strategies were assessed: 1) adjustment of slope and bias; 2) correction of spectra from the new instrument BT to P using Piecewise Direct Standardization (PDS) and 3) building a new mixed instrument model with spectra of both instruments. For each approach, additional cocaine powders were measured (n = 682) and the results were compared with GC-MS and GC-FID.
The development of a mixed instrument model was the most successful in terms of performance. The future strategy of a mixed model allows applying the models, developed in the laboratory, to portable instruments that are used on-site, and vice versa.
The approach offers opportunities to exchange data within a network of forensic laboratories using other FT-MIR spectrometers.
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•How to prevent data loss when purchasing a new MIR instrument?•Calibration transfer of MIR spectra of powders between a portable and bench top instrument.•Comparison of three transfer strategies.•Best prediction results were obtained using mixed model approach.•The approach offers opportunities to exchange data within a network of forensic laboratories. |
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ISSN: | 0039-9140 1873-3573 |
DOI: | 10.1016/j.talanta.2019.120481 |