Articles producció científicaQuímica Analítica i Química Orgànica

Monitoring wine fermentation deviations using an ATR-MIR spectrometer and MSPC charts

  • Identification data

    Identifier:  imarina:6232181
    Authors:  Cavaglia, Julieta; Schorn-Garcia, Daniel; Giussani, Barbara; Ferre, Joan; Busto, Olga; Acena, Laura; Mestres, Montserrat; Boque, Ricard
    Abstract:
    © 2020 Despite the winemaker's efforts, deviations such as bacterial spoilage can occur during wine alcoholic fermentation resulting in economic losses and low quality wines. When a deviation is suspected, samples are usually sent to an oenological laboratory for the off-line analysis of specific quality control parameters. The use of ATR-MIR as a fast analytical tool to monitor the fermentation process could be very useful, as getting real-time information of the process allows making readjustments before the process ends. In this study, we aimed at detecting white wine spoilage during alcoholic fermentation due to the action of lactic bacteria using a portable ATR-MIR instrument and MSPC charts. A total of 33 small-scale alcoholic fermentations were conducted (25 in normal operation conditions (NOC) and 8 simulating a bacterial spoilage with the addition of lactic bacteria (MLF)) to evaluate the capability of the MSPC charts to detect deviations from NOC. MSPC control charts were developed based on Q residuals and Hotelling's T2 statistics. Time-wise unfolding was applied to the original three-way data to build different PCA models, obtaining very satisfactory results: MLF samples were detected before the end of alcoholic fermentation in the Q residuals charts after 80 hours and Hotelling T2 chart could also differentiate the samples after 100 hours.
  • Others:

    Link to the original source: https://www.sciencedirect.com/science/article/abs/pii/S0169743919307038
    Paper original source: Chemometrics And Intelligent Laboratory Systems. 201 (104011): 104011-
    Project code 3: 2020 FISDU 00221
    Entity: Universitat Rovira i Virgili
    Record's date: 2025-02-19
    URV's Author/s: Aceña Muñoz, Laura / Boqué Martí, Ricard / Busto Busto, Olga / Cavaglia Pietro, Julieta / Ferré Baldrich, Joan / Mestres Solé, Maria Montserrat / Schorn García, Daniel
    Project code 2: FI_B100154
    Department: Química Analítica i Química Orgànica
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Founding program 3: Agencia de Gestión de Ayudas Universitarias y de Investigación (AGAUR)
    ISSN: 01697439
    Founding program 2: Agencia de Gestión de Ayudas Universitarias y de Investigación (AGAUR)
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    Thematic Areas: Statistics & probability, Spectroscopy, Software, Robotics & automatic control, Química, Process chemistry and technology, Mathematics, interdisciplinary applications, Matemática / probabilidade e estatística, Interdisciplinar, Instruments & instrumentation, Farmacia, Engenharias iv, Engenharias iii, Engenharias ii, Computer science, artificial intelligence, Computer science applications, Ciências ambientais, Ciências agrárias i, Ciência de alimentos, Ciência da computação, Chemistry, analytical, Biotecnología, Automation & control systems, Analytical chemistry
    Funding program action: Ciencias y tecnologías de los alimentos
    APA: Cavaglia, Julieta; Schorn-Garcia, Daniel; Giussani, Barbara; Ferre, Joan; Busto, Olga; Acena, Laura; Mestres, Montserrat; Boque, Ricard (2020). Monitoring wine fermentation deviations using an ATR-MIR spectrometer and MSPC charts. Chemometrics And Intelligent Laboratory Systems, 201(104011), 104011-. DOI: 10.1016/j.chemolab.2020.104011
    Program founding action 2: Ayudas para la contratación de personal investigador novel (FI-2018)
    Article's DOI: 10.1016/j.chemolab.2020.104011
    Founding program action 3: Ayudas de apoyo a departamentos y unidades de investigación universitarios para la contratación de personal investigador predoctoral en formación (FI SDUR 2020)
    Funding program: Programa estatal de Investigación, Desarrollo e Innovación orientada a los Retos de la Sociedad, en el marco del Plan estatal de investigación científica y técnica y de innovación 2013-2016
    Journal publication year: 2020
    Paper version: info:eu-repo/semantics/acceptedVersion
    Acronym: EnoPAT
    Author, as appears in the article.: Cavaglia, Julieta; Schorn-Garcia, Daniel; Giussani, Barbara; Ferre, Joan; Busto, Olga; Acena, Laura; Mestres, Montserrat; Boque, Ricard
    Project code: AGL2015-70106-R, AEI/FEDER, UE
    Author's mail: daniel.schorn@urv.cat, daniel.schorn@urv.cat, daniel.schorn@urv.cat, joan.ferre@urv.cat, montserrat.mestres@urv.cat, ricard.boque@urv.cat, olga.busto@urv.cat, laura.acena@urv.cat
  • Keywords:

    Wine
    State
    Quality control
    Process analytical technology
    Process analytical technologies (pat)
    Nir
    Mspc
    Infrared-spectroscopy
    Attenuated total reflectance
    Atr-mir
    Alcoholic fermentation
    Analytical Chemistry
    Automation & Control Systems
    Chemistry
    Analytical
    Computer Science Applications
    Computer Science
    Artificial Intelligence
    Instruments & Instrumentation
    Mathematics
    Interdisciplinary Applications
    Process Chemistry and Technology
    Robotics & Automatic Control
    Software
    Spectroscopy
    Statistics & Probability
    Química
    Matemática / probabilidade e estatística
    Interdisciplinar
    Farmacia
    Engenharias iv
    Engenharias iii
    Engenharias ii
    Ciências ambientais
    Ciências agrárias i
    Ciência de alimentos
    Ciência da computação
    Biotecnología
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