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    Por favor, use este identificador para citar o enlazar este ítem:https://uvadoc.uva.es/handle/10324/83184

    Título
    Impact of milk preservation in the classification and prediction capabilities of a voltammetric electronic tongue
    Autor
    Salvo Comino, CoralAutoridad UVA
    Perez-Gonzalez, ClaraAutoridad UVA
    Martin-Bartolomé, Patricia
    Martin-Pedrosa, FernandoAutoridad UVA
    Garcia-Cabezon, Cristina
    Rodriguez-Mendez, Maria Luz
    Año del Documento
    2023-10-15
    Descripción
    Producción Científica
    Documento Fuente
    Sensors and Actuators B: Chemical Volume 393, 15 October 2023, 134138
    Abstract
    Electronic tongues (ETs) are of great interest for the dairy industry. However, still several problems related to the fouling of the electrodes and the preservation conditions of the samples, limit their usage in milk analysis. In this work, the effects of sampling and preservation methods used to analyze raw cow milk in the performance of a portable ET based on serigraphied electrodes have been explored and optimized. Fouling caused by fat and proteins is drastically decreased if milk samples are diluted and sonicated at 20 kHz (pulses of 30 s during 5 min) previous to the analysis. Preservation by freezing at − 20ºC or by addition of azidiol have an important influence in the electrochemical responses, but freezing is a more efficient preservation method for ET analysis than azidiol. Principal Component Analysis of the signals obtained using the optimized conditions allows the discrimination of 180 milk samples with different characteristics. Using Support Vector Machine Regression (SVMR) model, the ET is able to predict the percentage of fat, protein, urea, somatic cell count (SCC) and β-Hydroxybutyric acid (BHB) with good correlation coefficients and low residual errors. The system reported can be thus used for fast in situ analysis of five parameters in a single experiment.
    ISSN
    0925-4005
    Revisión por pares
    SI
    DOI
    10.1016/j.snb.2023.134138
    Patrocinador
    MICINN Plan Estatal PID2021-122365OB-100
    Junta de Castilla y Leon- FEDER VA202P20, CLU-2019-04
    "Infraestructuras Red de Castilla y León (INFRARED)" UVA01. Plan Tractor En Materiales Avanzados Enfocado A Los Sectores Industriales Claves En Castilla Y León: Agroalimentario, Transporte, Energía Y Construcción (MA2TEC)
    ALIVAC- IDI-20211051
    Idioma
    eng
    URI
    https://uvadoc.uva.es/handle/10324/83184
    Tipo de versión
    info:eu-repo/semantics/publishedVersion
    Derechos
    openAccess
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    • DEP07 - Artículos de revista [68]
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    Universidad de Valladolid

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