Author, as appears in the article.: Obisesan, Kudirat Abidemi; Jimenez-Carvelo, Ana M.; Cuadros-Rodriguez, Luis; Ruisanchez, Itziar; Callao, M. Pilar;
Department: Química Analítica i Química Orgànica
URV's Author/s: Callao Lasmarias, María Pilar / Ruisánchez Capelastegui, María Iciar
Keywords: Palm oil Multivariate classification Liquid chromatography Data fusion Authentication multivariate classification liquid chromatography data fusion authentication
Abstract: Data fusion combined with a multivariate classification approach (partial least squares-discriminant analysis, PLS-DA) was applied to authenticate the geographical origin of palm oil. Data fusion takes advantage of the synergistic effect of information collected from more than one data source. In this study, data from liquid chromatography coupled to two detectors ¿ultraviolet (UV) and charged aerosol (CAD)¿ was fused by high- and mid-level data fusion strategies. Mid-level data fusion combines a few variables from each technique and then applies the classification technique. Principal component analysis and interval partial least squares were applied to obtain the variables selected. High-level data fusion combines the PLS-DA classification results obtained individually from the chromatographic technique with each detector. Fuzzy aggregation connective operators were used to make the combinations. Prediction rates varied between 73% and 98% for the individual techniques and between 87% and 100% and 93% and 100% for the mid- and high-level data fusion strategies, respectively.
Thematic Areas: Zootecnia / recursos pesqueiros Spectroscopy Saúde coletiva Química Nutrição Medicina veterinaria Medicina iii Medicina ii Medicina i Materiais Interdisciplinar Geociências General medicine General chemistry Farmacia Ensino Engenharias iv Engenharias iii Engenharias ii Engenharias i Ciências biológicas iii Ciências biológicas ii Ciências biológicas i Ciências ambientais Ciências agrárias i Ciência de alimentos Chemistry, analytical Chemistry (miscellaneous) Biotecnología Biodiversidade Biochemistry Astronomia / física Analytical chemistry Administração pública e de empresas, ciências contábeis e turismo
licence for use: https://creativecommons.org/licenses/by/3.0/es/
ISSN: 0039-9140
Author's mail: mariapilar.callao@urv.cat itziar.ruisanchez@urv.cat
Author identifier: 0000-0003-2691-329X 0000-0002-7097-3583
Record's date: 2024-09-07
Papper version: info:eu-repo/semantics/submittedVersion
Link to the original source: https://www.sciencedirect.com/science/article/abs/pii/S0039914017304563
Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
Papper original source: Talanta. 170 413-418
APA: Obisesan, Kudirat Abidemi; Jimenez-Carvelo, Ana M.; Cuadros-Rodriguez, Luis; Ruisanchez, Itziar; Callao, M. Pilar; (2017). HPLC-UV and HPLC-CAD chromatographic data fusion for the authentication of the geographical origin of palm oil. Talanta, 170(), 413-418. DOI: 10.1016/j.talanta.2017.04.035
Article's DOI: 10.1016/j.talanta.2017.04.035
Entity: Universitat Rovira i Virgili
Journal publication year: 2017
Publication Type: Journal Publications