2020
DOI: 10.1080/00032719.2020.1751181
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Characterization of Heroin and Its Additives by Attenuated Total Reflection (ATR) – Fourier Transform Infrared Spectroscopy (FTIR) and Multivariate Analysis

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Cited by 6 publications
(7 citation statements)
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“…Notably, the neural network model demonstrated positive sample identification and detection of low fentanyl concentrations in the 0.0-4.6% weight range, which was not achievable by the drug-check technician. He et al [114] also reported the combined use of attenuated total reflection (ATR) FTIR and a radial basis function neural network (RBFNN), multilayer perceptron neural network (MLPNN), and linear fitting analysis (LFA) for successful classification of mixtures of heroin and its additives (caffeine, phenacetin, sucrose, starch, and glucose) in various samples with a classification accuracy ranging between 66.67% for heroin hydrochloride and glucose mixtures and 100% for heroin hydrochloride and caffeine mixtures [114]. The samples contained 10-90% heroin chloride by mass, in which there were five characteristic absorption peaks of heroin chloride that were unaffected by the additives.…”
Section: Ftir Detection Methodsmentioning
confidence: 99%
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“…Notably, the neural network model demonstrated positive sample identification and detection of low fentanyl concentrations in the 0.0-4.6% weight range, which was not achievable by the drug-check technician. He et al [114] also reported the combined use of attenuated total reflection (ATR) FTIR and a radial basis function neural network (RBFNN), multilayer perceptron neural network (MLPNN), and linear fitting analysis (LFA) for successful classification of mixtures of heroin and its additives (caffeine, phenacetin, sucrose, starch, and glucose) in various samples with a classification accuracy ranging between 66.67% for heroin hydrochloride and glucose mixtures and 100% for heroin hydrochloride and caffeine mixtures [114]. The samples contained 10-90% heroin chloride by mass, in which there were five characteristic absorption peaks of heroin chloride that were unaffected by the additives.…”
Section: Ftir Detection Methodsmentioning
confidence: 99%
“…The samples contained 10-90% heroin chloride by mass, in which there were five characteristic absorption peaks of heroin chloride that were unaffected by the additives. These characteristic peaks are at 1759, 1735, 1369, 1179, 1157, and 911 cm −1 [114]. A multivariate analysis was used for the accurate determination and classification of the different mixtures containing heroin hydrochloride.…”
Section: Ftir Detection Methodsmentioning
confidence: 99%
“…In general, heroin samples are analyzed using gas or liquid chromatography paired with mass spectrometry (GC/LC–MS), possibly followed by other techniques for purity determination or quantification of certain adulterants [ 8 , 9 ]. From the techniques available at the majority of the drug checking services, infrared spectroscopy (IR) shows the highest potential, especially when it is used together with multivariate calibration techniques [ 12 , 13 , 19 , 20 , 21 , 22 , 23 ]. The combination of infrared spectroscopy, both mid- and near IR, and multivariate calibration was already applied in a plethora of fields, ranging from illegal medicines [ 24 ] and cosmetics [ 25 ], through e-liquids [ 26 , 27 ] and food analysis [ 28 , 29 , 30 ] to the analysis of illicit drug samples.…”
Section: Introductionmentioning
confidence: 99%
“…The applications using a combination of IR and multivariate calibration for the analysis of illicit drug samples were recently reviewed [ 19 ]. Unfortunately most of these applications focus on the identification and quantification of heroin [ 12 , 20 , 21 ], while the applications taking into account some diluents and adulterants only did so for standard mixtures or self-prepared samples [ 13 , 22 , 23 ].…”
Section: Introductionmentioning
confidence: 99%
“…With the development of experimental conditions, numerous experimental approaches have been proposed to investigate the optical properties of liquids, such as the attenuated total reflection (ATR) method [16][17][18][19][20], the transmission method [21][22][23][24], the combined transmissionreflection method [25,26], and the ellipsometry method [27][28][29][30][31][32][33]. e ATR method is suitable for the measurement of absorption indices in strong absorption regions, whereas the transmission method is especially suitable for measuring the absorption indices of liquids in weak absorption regions.…”
Section: Introductionmentioning
confidence: 99%