PMID- 37031480 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20230430 LR - 20230430 IS - 1873-3557 (Electronic) IS - 1386-1425 (Linking) VI - 296 DP - 2023 Aug 5 TI - Time-resolved laser-induced fluorescence spectroscopy and chemometrics for fast identification of U(VI)-bearing minerals in a mining context. PG - 122671 LID - S1386-1425(23)00356-6 [pii] LID - 10.1016/j.saa.2023.122671 [doi] AB - We evaluated the potential of time-resolved laser-induced fluorescence spectroscopy (TRLFS) combined with chemometric methods for fast identification of U(VI)-bearing minerals in a mining context. We analyzed a sample set which was representative of several environmental conditions. The set consisted of 80 uranium-bearing samples related to mining operations, including natural minerals, minerals with uranium sorbed on the surface, and synthetic phases prepared and characterized specifically for this study. The TRLF spectra were processed using the Ward algorithm and the K-nearest neighbors (KNN) method to reveal similarities between samples and to rapidly identify the uranium-bearing phase and the associated mineralogical family. The predictive models were validated on an independent dataset, and then applied to test samples mostly taken from U mill tailings. Identification results were found to be in accordance with the available characterization data from X-ray diffraction (XRD) and scanning electron microscopy-energy dispersive X-ray spectrometry (SEM-EDX). This work shows that TRLFS can be an effective decision-making tool for environmental investigations or geological prospection, considering the large diversity of uranium-bearing mineral phases and their low concentration in environmental samples. CI - Copyright (c) 2023 Elsevier B.V. All rights reserved. FAU - Sirven, Jean-Baptiste AU - Sirven JB AD - Universite Paris-Saclay, CEA, Service d'Etudes Analytiques et de Reactivite des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France. Electronic address: jean-baptiste.sirven@cea.fr. FAU - Szenknect, Stephanie AU - Szenknect S AD - ICSM, Univ Montpellier, CEA, CNRS, ENSCM, Site de Marcoule, Bagnols-sur-Ceze, France. FAU - Vors, Evelyne AU - Vors E AD - Universite Paris-Saclay, CEA, Service d'Etudes Analytiques et de Reactivite des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France. FAU - Anzalone, Eddie AU - Anzalone E AD - ICSM, Univ Montpellier, CEA, CNRS, ENSCM, Site de Marcoule, Bagnols-sur-Ceze, France. FAU - Benarib, Sofian AU - Benarib S AD - ICSM, Univ Montpellier, CEA, CNRS, ENSCM, Site de Marcoule, Bagnols-sur-Ceze, France. FAU - Sarr, Papa-Masserigne AU - Sarr PM AD - Universite Paris-Saclay, CEA, Service d'Etudes Analytiques et de Reactivite des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France. FAU - Reiller, Pascal E AU - Reiller PE AD - Universite Paris-Saclay, CEA, Service d'Etudes Analytiques et de Reactivite des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France. FAU - Mesbah, Adel AU - Mesbah A AD - IRCELYON, CNRS - UCBL, 2 avenue Albert Einstein, 69626 Villeurbanne Cedex, France. FAU - Dacheux, Nicolas AU - Dacheux N AD - ICSM, Univ Montpellier, CEA, CNRS, ENSCM, Site de Marcoule, Bagnols-sur-Ceze, France. FAU - Vercouter, Thomas AU - Vercouter T AD - Universite Paris-Saclay, CEA, Service d'Etudes Analytiques et de Reactivite des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France. FAU - Descostes, Michael AU - Descostes M AD - ORANO Mining, Environmental R&D Dpt, 125 avenue de Paris, 92320 Chatillon, France; Centre de Geosciences, MINES Paris, PSL Research University, Paris, France. LA - eng PT - Journal Article DEP - 20230328 PL - England TA - Spectrochim Acta A Mol Biomol Spectrosc JT - Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy JID - 9602533 SB - IM OTO - NOTNLM OT - Chemometrics OT - Environment OT - Identification OT - Speciation OT - TRLFS OT - Uranium COIS- Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. EDAT- 2023/04/10 06:00 MHDA- 2023/04/10 06:01 CRDT- 2023/04/09 18:01 PHST- 2023/01/12 00:00 [received] PHST- 2023/03/16 00:00 [revised] PHST- 2023/03/23 00:00 [accepted] PHST- 2023/04/10 06:01 [medline] PHST- 2023/04/10 06:00 [pubmed] PHST- 2023/04/09 18:01 [entrez] AID - S1386-1425(23)00356-6 [pii] AID - 10.1016/j.saa.2023.122671 [doi] PST - ppublish SO - Spectrochim Acta A Mol Biomol Spectrosc. 2023 Aug 5;296:122671. doi: 10.1016/j.saa.2023.122671. Epub 2023 Mar 28.