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
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
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
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
Tipo de versión
info:eu-repo/semantics/publishedVersion
Derechos
openAccess
Aparece en las colecciones
Files in questo item









