• français
    • English
    français
  • Login
Help
View Item 
  •   Home
  • Institut de Mécanique et d’Ingénierie de Bordeaux (I2M)
  • View Item
  • Home
  • Institut de Mécanique et d’Ingénierie de Bordeaux (I2M)
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

Composition-based statistical model for predicting CO2 solubility in modified atmosphere packaging application

Article dans une revue avec comité de lecture
Author
MÜNCH, Mélanie
1002421 Institut de Mécanique et d'Ingénierie [I2M]
GUILLARD, Valérie
GAUCEL, Sébastien
DESTERCKE, Sébastien
THÉVENOT, Jonathan
BUCHE, Patrice

URI
http://hdl.handle.net/10985/23142
DOI
10.1016/j.jfoodeng.2022.111283
Date
2023-03
Journal
Journal of Food Engineering

Abstract

Carbon dioxide (CO2) is an important gas used in modified atmosphere packaging of non-respiring foods where it solubilizes into the aqueous and lipid phases of food and exerts an antimicrobial effect. Prediction of CO2 solubility within food is thus of paramount importance to anticipate its benefit on food preservation. In the present study, machine learning algorithms were applied on a set of 362 values of CO2 solubilities collected from the scientific literature to tentatively predict the solubility as a function of food composition (water, protein, fat and salt content) and temperature. The best option kept was a random forest algorithm that was used to predict CO2 solubility in four food case studies (ham, salmon, cheese and pâté) that were further used as input parameters in the MAP’ OPT tool, predicting the evolution of headspace gas composition. Predicted CO2 solubilities used as input parameters succeeded in representing the CO2 headspace dynamic as a function of time in the four case studies.

Files in this item

Name:
I2M_JFE_Munch_2023.pdf
Size:
840.0Kb
Format:
PDF
View/Open

Collections

  • Institut de Mécanique et d’Ingénierie de Bordeaux (I2M)

Related items

Showing items related by title, author, creator and subject.

  • CO2 solubility and composition data of food products stored in data warehouse structured by an ontology 
    Article dans une revue avec comité de lecture
    MUNCH, Melanie; BUCHE, Patrice; MENUT, Luc; CUFI, Julien; GUILLARD, Valérie (Elsevier BV, 2023-04)
    This data paper presents the values of CO2 solubility at different temperatures and main compositional parameters (protein, fat, moisture, sugars and salt content) for food products from different categories: dairy products, ...
  • Validation expérimentale de la diffusion acoustique par des objets enfouis dans les sédiments marins 
    Communication avec acte
    FOULON, Mélanie; LABAT, Valérie; DARE, Delphine (Société Française d'Acoustique, 2010)
    En acoustique sous-marine, la détection et la localisation d'objets enfouis revêtent un intérêt majeur dans de nombreux domaines : recherche de pipelines ou de câbles de télécommunication ensouillés, détection de mines ...
  • Laser surface patterning to enhance adhesion of plasma sprayed coatings 
    Article dans une revue avec comité de lecture
    KROMER, Robin; COSTIL, Sophie; CORMIER, Jonathan; COURAPIED, Damien; BERTHE, Laurent; PEYRE, Patrice; BOUSTIE, Michel (Elsevier, 2015)
    In thermal spraying, adhesive bond strength is a feature of surface properties. An adapted surface is studied with prior-surface treatments to enhance interface energy. This study deals with Ni–Al coatings on 2017 aluminum ...
  • Laser adhesion test for thermal sprayed coatings on textured surface by laser 
    Article dans une revue avec comité de lecture
    COURAPIED, Damien; KROMER, Robin; BERTHE, Laurent; PEYRE, Patrice; COSTIL, Sophie; CORMIER, Jonathan; BOUSTIE, Michel; MILHET, Xavier (Laser Institute of America, 2016)
    The laser shock adhesion test (LASAT) is a technique allowing the generation of high tensile stresses in materials. The LASAT consists in focusing a pulsed laser beam on a water-confined target. The laser pulse crosses the ...
  • High temperature durability of a bond-coatless plasma-sprayed thermal barrier coating system with laser textured Ni-based single crystal substrate 
    Article dans une revue avec comité de lecture
    KROMER, Robin; PEYRE, Patrice; BERTHE, Laurent; COURAPIED, Damien; COSTIL, Sophie; CORMIER, Jonathan (Elsevier, 2018)
    Thermal barrier coating systems are usually build-up with bond coats to ensure a good adhesion of the ceramic top coat and to protect the substrate against oxidation and corrosion. Such system is often subjected to complex ...

Browse

All SAMCommunities & CollectionsAuthorsIssue DateCenter / InstitutionThis CollectionAuthorsIssue DateCenter / Institution

Newsletter

Latest newsletterPrevious newsletters

Statistics

Most Popular ItemsStatistics by CountryMost Popular Authors

ÉCOLE NATIONALE SUPERIEURE D'ARTS ET METIERS

  • Contact
  • Mentions légales

ÉCOLE NATIONALE SUPERIEURE D'ARTS ET METIERS

  • Contact
  • Mentions légales