Simultaneous identification and quantification of nitro-containing explosives by advanced chemometric data treatment of cyclic voltammetry at screen-printed electrodes

dc.contributor.authorCeto, A.X.
dc.contributor.authorO'Mahony, A.
dc.contributor.authorWang, J.
dc.contributor.authorValle, M.D.
dc.date.issued2013
dc.description.abstractThe simultaneous determination of three nitro-containing compounds found in the majority of explosive mixtures, namely hexahydro-1,3,5-trinitro-1,3,5-triazine (RDX), 2,4,6-trinitrotoluene (TNT) and pentaerythritol tetranitrate (PETN), is demonstrated using both qualitative and quantitative approaches involving the coupling of electrochemical measurements and advanced chemometric data processing. Voltammetric responses were obtained from a single bare screen-printed carbon electrode (SPCE), which exhibited marked mix-responses towards the compounds examined. The responses obtained were then preprocessed employing discrete wavelet transform (DWT) and the resulting coefficients were input to an artificial neural network (ANN) model. Subsequently, meaningful data was extracted from the complex voltammetric readings, achieving either the correct discrimination of the different commercial mixtures (100% of accuracy, sensitivity and specificity) or the individual quantification of each of the compounds under study (total NRMSE of 0.162 for the external test subset).
dc.identifier.citationTalanta, 2013; 107:270-276
dc.identifier.doi10.1016/j.talanta.2012.12.042
dc.identifier.issn0039-9140
dc.identifier.urihttps://hdl.handle.net/11541.2/115270
dc.language.isoen
dc.publisherElsevier
dc.relation.fundingDepartment of Defense Biometrics and Forensics Office HQ0034-11-C-0034
dc.relation.fundingSpanish Ministry of Science and Innovation CTQ2010-17099
dc.rightsCopyright 2013 Elsevier B.V
dc.source.urihttps://doi.org/10.1016/j.talanta.2012.12.042
dc.subjectartificial neural network
dc.subjectelectronic tongue
dc.subjectexplosives
dc.subjectTNT
dc.subjectvoltammetric sensor
dc.titleSimultaneous identification and quantification of nitro-containing explosives by advanced chemometric data treatment of cyclic voltammetry at screen-printed electrodes
dc.typeJournal article
pubs.publication-statusPublished
ror.mmsid9915929192801831

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